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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
timestamp: string
task: string
output_path: string
arguments: struct<prompt: string, negative_prompt: string, resolution: string, model_path: string, pipeline_con (... 824 chars omitted)
  child 0, prompt: string
  child 1, negative_prompt: string
  child 2, resolution: string
  child 3, model_path: string
  child 4, pipeline_config: string
  child 5, task: string
  child 6, aspect_ratio: string
  child 7, num_inference_steps: int64
  child 8, video_length: int64
  child 9, think: bool
  child 10, sparse_attn: bool
  child 11, offloading: bool
  child 12, group_offloading: null
  child 13, overlap_group_offloading: bool
  child 14, dtype: string
  child 15, seed: int64
  child 16, image_path: null
  child 17, ref_image_paths: null
  child 18, condition_video_paths: list<item: string>
      child 0, item: string
  child 19, condition_video_latents_path: null
  child 20, output_path: string
  child 21, fps: null
  child 22, use_sageattn: bool
  child 23, sage_blocks_range: string
  child 24, enable_torch_compile: bool
  child 25, enable_cache: bool
  child 26, cache_type: string
  child 27, no_cache_block_id: string
  child 28, cache_start_step: int64
  child 29, cache_end_step: int64
  child 30, total_steps: int64
  child 31, cache_step_interval: int64
  child 32, save_generation_config: bool
  child 33, checkpoint_path: null
  child 34, lora_path: null
  child 35, only_give_text: bool
  child 36, deepstack: list<item: int64>
      child 0, item: int64
  child 37, setclip: bool
  child 38, use_fp8_gemm: bool
  child 39, quant_type: string
  child 40, include_patterns: string
agent_final_payload: struct<refined_text_instruction: string, subtask: string, search_image: bool, removal_mask_targets:  (... 74 chars omitted)
  child 0, refined_text_instruction: string
  child 1, subtask: string
  child 2, search_image: bool
  child 3, removal_mask_targets: list<item: string>
      child 0, item: string
  child 4, object_mask: string
  child 5, object_masks: list<item: string>
      child 0, item: string
prompt: string
ref_image_paths_for_current_editor_api: list<item: string>
  child 0, item: string
generation_params: struct<height: int64, width: int64, saved_height: int64, saved_width: int64, num_frames: int64, save (... 251 chars omitted)
  child 0, height: int64
  child 1, width: int64
  child 2, saved_height: int64
  child 3, saved_width: int64
  child 4, num_frames: int64
  child 5, save_frames: int64
  child 6, max_pixels: int64
  child 7, mllm_src_frames: int64
  child 8, num_inference_steps: int64
  child 9, cfg_scale: double
  child 10, image_cfg_scale: double
  child 11, fallback_to_two_pass_cfg: bool
  child 12, dynamic_cfg_by_bench_tag: bool
  child 13, edit_type_routed: null
  child 14, seed: int64
  child 15, output_fps: double
subtask: string
output_video: string
bench_id: string
source_video: string
raw_instruction: string
to
{'bench_id': Value('string'), 'source_video': Value('string'), 'raw_instruction': Value('string'), 'prompt': Value('string'), 'subtask': Value('string'), 'ref_image_paths_for_current_editor_api': List(Value('string')), 'agent_final_payload': {'refined_text_instruction': Value('string'), 'subtask': Value('string'), 'search_image': Value('bool'), 'removal_mask_targets': List(Value('string')), 'object_mask': Value('string'), 'object_masks': List(Value('string'))}, 'generation_params': {'height': Value('int64'), 'width': Value('int64'), 'saved_height': Value('int64'), 'saved_width': Value('int64'), 'num_frames': Value('int64'), 'save_frames': Value('int64'), 'max_pixels': Value('int64'), 'mllm_src_frames': Value('int64'), 'num_inference_steps': Value('int64'), 'cfg_scale': Value('float64'), 'image_cfg_scale': Value('float64'), 'fallback_to_two_pass_cfg': Value('bool'), 'dynamic_cfg_by_bench_tag': Value('bool'), 'edit_type_routed': Value('null'), 'seed': Value('int64'), 'output_fps': Value('float64')}, 'output_video': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              timestamp: string
              task: string
              output_path: string
              arguments: struct<prompt: string, negative_prompt: string, resolution: string, model_path: string, pipeline_con (... 824 chars omitted)
                child 0, prompt: string
                child 1, negative_prompt: string
                child 2, resolution: string
                child 3, model_path: string
                child 4, pipeline_config: string
                child 5, task: string
                child 6, aspect_ratio: string
                child 7, num_inference_steps: int64
                child 8, video_length: int64
                child 9, think: bool
                child 10, sparse_attn: bool
                child 11, offloading: bool
                child 12, group_offloading: null
                child 13, overlap_group_offloading: bool
                child 14, dtype: string
                child 15, seed: int64
                child 16, image_path: null
                child 17, ref_image_paths: null
                child 18, condition_video_paths: list<item: string>
                    child 0, item: string
                child 19, condition_video_latents_path: null
                child 20, output_path: string
                child 21, fps: null
                child 22, use_sageattn: bool
                child 23, sage_blocks_range: string
                child 24, enable_torch_compile: bool
                child 25, enable_cache: bool
                child 26, cache_type: string
                child 27, no_cache_block_id: string
                child 28, cache_start_step: int64
                child 29, cache_end_step: int64
                child 30, total_steps: int64
                child 31, cache_step_interval: int64
                child 32, save_generation_config: bool
                child 33, checkpoint_path: null
                child 34, lora_path: null
                child 35, only_give_text: bool
                child 36, deepstack: list<item: int64>
                    child 0, item: int64
                child 37, setclip: bool
                child 38, use_fp8_gemm: bool
                child 39, quant_type: string
                child 40, include_patterns: string
              agent_final_payload: struct<refined_text_instruction: string, subtask: string, search_image: bool, removal_mask_targets:  (... 74 chars omitted)
                child 0, refined_text_instruction: string
                child 1, subtask: string
                child 2, search_image: bool
                child 3, removal_mask_targets: list<item: string>
                    child 0, item: string
                child 4, object_mask: string
                child 5, object_masks: list<item: string>
                    child 0, item: string
              prompt: string
              ref_image_paths_for_current_editor_api: list<item: string>
                child 0, item: string
              generation_params: struct<height: int64, width: int64, saved_height: int64, saved_width: int64, num_frames: int64, save (... 251 chars omitted)
                child 0, height: int64
                child 1, width: int64
                child 2, saved_height: int64
                child 3, saved_width: int64
                child 4, num_frames: int64
                child 5, save_frames: int64
                child 6, max_pixels: int64
                child 7, mllm_src_frames: int64
                child 8, num_inference_steps: int64
                child 9, cfg_scale: double
                child 10, image_cfg_scale: double
                child 11, fallback_to_two_pass_cfg: bool
                child 12, dynamic_cfg_by_bench_tag: bool
                child 13, edit_type_routed: null
                child 14, seed: int64
                child 15, output_fps: double
              subtask: string
              output_video: string
              bench_id: string
              source_video: string
              raw_instruction: string
              to
              {'bench_id': Value('string'), 'source_video': Value('string'), 'raw_instruction': Value('string'), 'prompt': Value('string'), 'subtask': Value('string'), 'ref_image_paths_for_current_editor_api': List(Value('string')), 'agent_final_payload': {'refined_text_instruction': Value('string'), 'subtask': Value('string'), 'search_image': Value('bool'), 'removal_mask_targets': List(Value('string')), 'object_mask': Value('string'), 'object_masks': List(Value('string'))}, 'generation_params': {'height': Value('int64'), 'width': Value('int64'), 'saved_height': Value('int64'), 'saved_width': Value('int64'), 'num_frames': Value('int64'), 'save_frames': Value('int64'), 'max_pixels': Value('int64'), 'mllm_src_frames': Value('int64'), 'num_inference_steps': Value('int64'), 'cfg_scale': Value('float64'), 'image_cfg_scale': Value('float64'), 'fallback_to_two_pass_cfg': Value('bool'), 'dynamic_cfg_by_bench_tag': Value('bool'), 'edit_type_routed': Value('null'), 'seed': Value('int64'), 'output_fps': Value('float64')}, 'output_video': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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bench_id
string
source_video
string
raw_instruction
string
prompt
string
subtask
string
ref_image_paths_for_current_editor_api
list
agent_final_payload
dict
generation_params
dict
output_video
string
147
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-father-getting-his-little-daughter-ready-for-school-43349__f3cebce41ec0__81f.mp4
Replace the man with a woman, replace the girl's backpack with a violin case, change the adult's action from adjusting backpack straps to helping secure the violin-case straps, and keep the violin case orientation stable against the girl's back during the strap-tightening sequence. Maintain all other elements unchanged...
Replace the man in a green shirt adjusting the girl's backpack on the right with a woman in a white shirt helping the girl secure the straps of a violin case on her back.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/147/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man in a green shirt adjusting the girl's backpack on the right with a woman in a white shirt helping the girl secure the straps of a violin case on her back.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man in a green shirt adju...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/147/generate.mp4
148
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-fitness-influencer-in-front-of-a-camera-giving-a-tutorial-5053__a37a0900be0c__81f.mp4
Replace the man with a woman, replace the kettlebell with a large yoga ball, change the action from upright rows to bouncing the yoga ball against the floor, and keep both hands on the ball during each bounce cycle so contact is clear and repeatable. Maintain all other elements unchanged.
Replace the man performing upright rows with a kettlebell in the center with a woman performing a bouncing exercise with a large yoga ball.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/148/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man performing upright rows with a kettlebell in the center with a woman performing a bouncing exercise with a large yoga ball.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man performing upright rows with a kettlebell in the cen...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/148/generate.mp4
151
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-girl-drinking-wine-with-her-friend-12136__6aee320614de__81f.mp4
Replace the woman with a man, replace the wine glasses with large coffee mugs, change the action from toasting and drinking wine to cooling the drink by blowing and then taking a cautious sip, keep both mugs at mouth level during the sip sequence, and add a slight camera move inward to emphasize the hot-drink interacti...
Replace the woman holding a wine glass in the center with a man holding a large coffee mug, and change the action from toasting and drinking wine to cooling the drink by blowing and then taking a cautious sip, keeping both mugs at mouth level during the sip sequence, with a slight camera move inward to emphasize the ho...
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/151/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman holding a wine glass in the center with a man holding a large coffee mug, and change the action from toasting and drinking wine to cooling the drink by blowing and then taking a cautious sip, keeping both mugs at mouth level during the sip sequence, with a slight camer...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/151/generate.mp4
152
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-girl-eating-a-glazed-donut-with-a-milkshake-40831__62ec709ac8c1__81f.mp4
Replace the woman with a man, replace the donut and milkshake with a club sandwich and a paper napkin, change the action from donut bite and milkshake sip to taking a sandwich bite and wiping the mouth, keep the napkin visible in hand after wiping, and add a small rightward pan to keep both sandwich and napkin in frame...
Replace the woman holding a donut and drinking from a milkshake with a man holding a club sandwich and wiping his mouth with a paper napkin, with a slight rightward camera pan.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/152/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman holding a donut and drinking from a milkshake with a man holding a club sandwich and wiping his mouth with a paper napkin, with a slight rightward camera pan.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman holding a don...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/152/generate.mp4
155
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-loving-mother-and-her-baby-playing-with-soft-toys-49966__74ad130b0e30__81f.mp4
Replace the baby with a small gray puppy and replace the pillow target with a tennis ball, change the action from watching the pillow to playful pouncing on the ball, keep the ball rolling only within the bed area, and add a slight camera pan that follows the puppy's short pounce path. Maintain all other elements uncha...
Replace the baby sitting on the bed with a small gray puppy and replace the white pillow with a blue stripe on the bed with a yellow tennis ball, changing the action from watching the pillow to playful pouncing on the ball, keeping the ball rolling only within the bed area, and add a slight camera pan that follows the ...
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/155/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/155/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the baby sitting on the bed with a small gray puppy and replace the white pillow with a blue stripe on the bed with a yellow tennis ball, changing the action from watching the pillow to playful pouncing on the ball, keeping the ball rolling only within the bed area, and add a sl...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/155/generate.mp4
156
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-little-girl-eating-an-easter-egg-with-chocolate-40393__cbd77997103c__81f.mp4
Replace the girl in a dress with a young boy in a white T-shirt, replace bunny ears with black over-ear headphones, replace the chocolate egg with a handheld gaming console, and change the action from biting/licking to pressing console buttons while looking at the screen. Maintain all other elements unchanged.
Replace the young girl wearing a pink bunny-ear headband and a white dress, holding a chocolate egg, in the center of the frame with a young boy wearing a white t-shirt and black over-ear headphones, holding a handheld gaming console, looking at the screen.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/156/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the young girl wearing a pink bunny-ear headband and a white dress, holding a chocolate egg, in the center of the frame with a young boy wearing a white t-shirt and black over-ear headphones, holding a handheld gaming console, looking at the screen.", "subtask": "replace_objec...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/156/generate.mp4
160
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-goes-to-sleep-after-reading-3215__5935812567f0__81f.mp4
Replace the book with a laptop, change the action from reading then lying down to staying upright and typing, keep both hands oriented toward the keyboard during typing, and add a subtle camera push-in to emphasize the screen-and-keyboard interaction. Maintain all other elements unchanged.
Replace the open book with a silver laptop, change the action from reading then lying down to staying upright and typing, ensure both hands are oriented toward the keyboard during typing, and add a subtle camera push-in to emphasize the screen-and-keyboard interaction. All other elements remain unchanged.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/160/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/160/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the open book with a silver laptop, change the action from reading then lying down to staying upright and typing, ensure both hands are oriented toward the keyboard during typing, and add a subtle camera push-in to emphasize the screen-and-keyboard interaction. All other element...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/160/generate.mp4
165
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-wearing-virtual-reality-glasses-176__a978adb92ea2__81f.mp4
Replace the VR headset with binoculars, change the action to holding binoculars to the eyes and scanning the horizon, keep the binoculars aligned with eye level during the scan, and add a slow rightward camera pan that follows the scan direction. Maintain all other elements unchanged.
Replace the white VR headset on the man's head with a pair of binoculars, change his hand gesture to holding the binoculars up to his eyes and scanning the horizon, and add a slow rightward camera pan that follows the direction of his gaze.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/165/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the white VR headset on the man's head with a pair of binoculars, change his hand gesture to holding the binoculars up to his eyes and scanning the horizon, and add a slow rightward camera pan that follows the direction of his gaze.", "subtask": "combined_tasks", "search_ima...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/165/generate.mp4
167
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-mixing-dominoes-on-a-gaming-table-5247__bc118d0cb5db__81f.mp4
Replace mahjong tiles with domino pieces, change the action from shuffling to arranging the dominoes upright in a long winding line, keep each placed domino standing without toppling during setup, and add a slow overhead-leaning camera move to reveal the growing path. Maintain all other elements unchanged.
Replace the scattered mahjong tiles with domino pieces, change the action from shuffling to arranging the dominoes upright in a long winding line, ensure each placed domino stands without toppling during setup, and add a slow overhead-leaning camera move to reveal the growing path. All other elements remain unchanged.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/167/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the scattered mahjong tiles with domino pieces, change the action from shuffling to arranging the dominoes upright in a long winding line, ensure each placed domino stands without toppling during setup, and add a slow overhead-leaning camera move to reveal the growing path. All ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/167/generate.mp4
171
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-person-inside-a-tent-with-dog-576__e4c0c79d47c2__81f.mp4
Replace the dog with a small deer, change the deer action from standing and looking around to lowering its head and grazing near the tent area, keep the deer fully grounded with all four legs during grazing, and add a gentle rightward camera move that keeps the deer and tent both visible. Maintain all other elements un...
Replace the black dog standing outside the tent with a small deer lowering its head and grazing near the tent entrance.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/171/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the black dog standing outside the tent with a small deer lowering its head and grazing near the tent entrance.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "black dog standing outside the tent" ], "object_mask": "/mnt/sda/cunjian...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/171/generate.mp4
172
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-person-marking-places-visited-during-their-trip-21609__105d104ec34b__81f.mp4
Replace the human hand with a compact articulating robotic arm, change the action from writing notes to tracing route lines on the world map with a fine stylus, keep the stylus tip in contact with the map during each route segment, and add a subtle zoom-in that emphasizes the map-tracing path. Maintain all other elemen...
Replace the human hand writing in a notebook with a compact, black and silver robotic arm tracing a route on a world map with a stylus.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/172/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the human hand writing in a notebook with a compact, black and silver robotic arm tracing a route on a world map with a stylus.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "human hand writing in a notebook" ], "object_mask": "/mn...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/172/generate.mp4
173
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-photo-session-with-a-girl-in-the-middle-of-a-34397__33654af68819__81f.mp4
Replace the male photographer with a female photographer, change the photographer's action from shooting photos to adjusting the model's hair, change the model's posture from seated on a stool to standing, and add a large reflective umbrella as a held prop for the model while keeping the studio setup intact. Maintain a...
Replace the male photographer holding a camera on the right with a female photographer adjusting the model's hair, and change the seated model to a standing model holding a large reflective umbrella.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/173/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the male photographer holding a camera on the right with a female photographer adjusting the model's hair, and change the seated model to a standing model holding a large reflective umbrella.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/173/generate.mp4
174
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-portrait-of-a-happy-smiling-woman-4859__7bff88f30aa7__81f.mp4
Replace the woman with a man, change the action from smiling at the camera to drinking from a reusable water bottle, keep the bottle visible at mouth level during the sip, and add a slight inward camera move to emphasize the drink action rather than portrait posing. Maintain all other elements unchanged.
Replace the smiling woman in the foreground with a man drinking from a reusable water bottle.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/174/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the smiling woman in the foreground with a man drinking from a reusable water bottle.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "smiling woman in the foreground" ], "object_mask": "/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_Omni...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/174/generate.mp4
176
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-sick-little-girl-lying-on-a-sofa-4710__3b45322993a5__81f.mp4
Replace the young girl with an adult woman, change posture from lying asleep to sitting upright on the couch, change the action to holding and drinking from a ceramic mug, and keep the mug in hand after the sip so the drink action remains clearly resolved. Maintain all other elements unchanged.
Replace the young girl sleeping on the couch with an adult woman sitting upright and holding a ceramic mug.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/176/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the young girl sleeping on the couch with an adult woman sitting upright and holding a ceramic mug.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "young girl sleeping on the couch" ], "object_mask": "/mnt/sda/cunjianchen/kai/CoVEBe...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/176/generate.mp4
179
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-student-girl-from-the-front-smiling-on-a-green-background-28307__f21944371751__81f.mp4
Replace the woman with a man, replace the stack of books with a tablet, change the action from tucking hair to tapping and swiping on the tablet screen, and keep both gaze and hand focus directed to the tablet during interaction. Maintain all other elements unchanged.
Replace the young woman with long dark hair, wearing a red floral top and a backpack, holding a stack of books, and tucking her hair behind her ear, with a young man with short dark hair, wearing a red t-shirt and a backpack, holding a tablet, and tapping and swiping on the screen.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/179/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the young woman with long dark hair, wearing a red floral top and a backpack, holding a stack of books, and tucking her hair behind her ear, with a young man with short dark hair, wearing a red t-shirt and a backpack, holding a tablet, and tapping and swiping on the screen.", ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/179/generate.mp4
180
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-student-girl-writing-in-the-gardens-of-a-college-4836__560bf7b5865a__81f.mp4
Replace the young woman with an elderly man, replace the notebook and pen with a large folded newspaper, change the action from writing and gesturing to unfolding and reading the newspaper, and keep the newspaper open across both hands for most of the shot. Maintain all other elements unchanged.
Replace the young woman writing in a notebook on the park bench with an elderly man holding a large folded newspaper, unfolding and reading it.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/180/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the young woman writing in a notebook on the park bench with an elderly man holding a large folded newspaper, unfolding and reading it.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "young woman writing in a notebook on the park bench"...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/180/generate.mp4
186
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-urban-dancer-girl-in-front-of-a-wall-with-graffiti-33902__20c0d738e1b7__81f.mp4
Replace the woman with a man, change the action from dancing to standing still and spray-painting a new design on the graffiti wall, keep the spray can aimed consistently at the same wall zone while painting, and add a slow lateral camera move that reveals the emerging painted area. Maintain all other elements unchange...
Replace the woman in a blue cropped hoodie and black shorts, dancing in the center of the frame with a man in a black t-shirt and black shorts, standing still and spray-painting a new design on the graffiti wall, with the spray can aimed consistently at the same wall zone while painting, and add a slow lateral camera m...
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/186/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman in a blue cropped hoodie and black shorts, dancing in the center of the frame with a man in a black t-shirt and black shorts, standing still and spray-painting a new design on the graffiti wall, with the spray can aimed consistently at the same wall zone while painting...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/186/generate.mp4
187
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-water-coming-out-of-a-tap-in-a-sink-3891__5ad73ec9cc5c__81f.mp4
Replace the human hand with a cat's paw, change the action from reaching for the faucet handle to batting at the running water stream, keep the paw movement centered around the stream impact point, and add a slight camera push-in that emphasizes paw-and-water interaction. Maintain all other elements unchanged.
Replace the human hand reaching for the faucet handle with a cat's paw batting at the running water stream, with a slight camera push-in emphasizing the paw and water interaction.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/187/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the human hand reaching for the faucet handle with a cat's paw batting at the running water stream, with a slight camera push-in emphasizing the paw and water interaction.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "human hand reach...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/187/generate.mp4
189
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-woman-and-man-watching-the-sunset-from-a-beach-44478__a839da58c5cd__81f.mp4
Replace the two women and the white towel with a man(left) and a large dog(right), change the action from seated pointing to the man throwing a flying disc for the dog, keep the disc trajectory moving left-to-right across the sand, and add a gentle rightward camera pan that follows the throw-and-chase sequence. Maintai...
Replace the two women sitting on a white towel on the beach with a man on the left and a large dog on the right, change the action from seated pointing to the man throwing a flying disc for the dog, keep the disc trajectory moving left-to-right across the sand, and add a gentle rightward camera pan that follows the thr...
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/189/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the two women sitting on a white towel on the beach with a man on the left and a large dog on the right, change the action from seated pointing to the man throwing a flying disc for the dog, keep the disc trajectory moving left-to-right across the sand, and add a gentle rightwar...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/189/generate.mp4
191
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-woman-and-man-working-at-a-call-center-4610__40165a8df7fc__81f.mp4
Replace the man in the black suit with a young boy, change the action from speaking into a headset to leaning over the desk and drawing with crayons, keep the crayon hand in contact with the paper for repeated drawing strokes, and add a slight camera push-in that emphasizes the drawing area. Maintain all other elements...
Replace the man in a black suit speaking into a headset in the foreground with a young boy leaning over a desk and drawing with crayons, with his hand in contact with the paper for repeated drawing strokes.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/191/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man in a black suit speaking into a headset in the foreground with a young boy leaning over a desk and drawing with crayons, with his hand in contact with the paper for repeated drawing strokes.", "subtask": "replace_object", "search_image": false, "removal_mask_target...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/191/generate.mp4
193
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-woman-chewing-gum-43271__1fc6d950e0e8__81f.mp4
Replace the woman with a man, replace the bubblegum action with holding a harmonica, change the motion from blowing a gum bubble to playing short harmonica phrases, and keep both hands stabilizing the harmonica near mouth level during performance. Maintain all other elements unchanged.
Replace the woman blowing a large bubblegum bubble in the center of the frame with a man holding a harmonica and playing it.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/193/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman blowing a large bubblegum bubble in the center of the frame with a man holding a harmonica and playing it.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman blowing a large bubblegum bubble in the center of the frame" ],...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/193/generate.mp4
195
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-woman-during-a-sunset-on-a-rooftop-4840__b75e4a883f2e__81f.mp4
Replace the woman's silhouette with a man's silhouette, change the arm-raising action to holding binoculars and observing the skyline, keep binoculars aligned at eye level during scanning, and add a subtle left-to-right camera move that follows the scan direction. Maintain all other elements unchanged.
Replace the silhouette of a woman with her arms raised in the center with a silhouette of a man holding binoculars and scanning the skyline.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/195/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the silhouette of a woman with her arms raised in the center with a silhouette of a man holding binoculars and scanning the skyline.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "silhouette of a woman with her arms raised in the cente...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/195/generate.mp4
196
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-woman-falls-asleep-in-her-bed-3213__9e92f49f71d5__81f.mp4
Replace the woman with a man, replace the book with a digital tablet, change the action from reading then lying down to browsing on the tablet while remaining upright, and finish by setting the tablet aside on the pillow with one clear placement motion. Maintain all other elements unchanged.
Replace the woman reading a book on the bed with a man browsing a digital tablet on the bed.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/196/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman reading a book on the bed with a man browsing a digital tablet on the bed.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman reading a book on the bed" ], "object_mask": "/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniW...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/196/generate.mp4
200
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-worried-and-sad-woman-outdoors-8739__052b8b52396c__81f.mp4
Replace the woman with a man, change the action from clasped hands near the face to holding a digital camera and looking through the viewfinder, keep both hands stabilizing the camera body, and add a slight inward camera move to emphasize the eye-to-viewfinder posture. Maintain all other elements unchanged.
Replace the woman with clasped hands near her face in the center with a man holding a digital camera and looking through the viewfinder, with both hands stabilizing the camera body.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/200/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman with clasped hands near her face in the center with a man holding a digital camera and looking through the viewfinder, with both hands stabilizing the camera body.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman with cla...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/200/generate.mp4
201
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-woman-with-dog-sitting-on-balcony-1534__3c61f77b3348__81f.mp4
Replace the border collie with a small child, change the woman's action from petting the dog to showing something on a handheld tablet, keep the tablet screen oriented toward the child, and shift both subjects slightly toward center so the shared viewing interaction is clear. Maintain all other elements unchanged.
Replace the black and white border collie dog on the right side of the woman with a small child and a woman holding a tablet, with the woman looking at the child and the tablet screen facing the child.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/201/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the black and white border collie dog on the right side of the woman with a small child and a woman holding a tablet, with the woman looking at the child and the tablet screen facing the child.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/201/generate.mp4
204
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-young-mom-playing-with-her-baby-49941__06cea6ecdca2__81f.mp4
Replace the woman and baby with a single man near the window, change the action from holding an infant to adjusting the hanging white curtains, keep both hands on curtain fabric during adjustment, and add a gentle leftward pan that follows the curtain-opening motion. Maintain all other elements unchanged.
Replace the woman holding a baby in the center of the frame with a man adjusting white curtains near the window, keeping both hands on the curtain fabric.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/204/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman holding a baby in the center of the frame with a man adjusting white curtains near the window, keeping both hands on the curtain fabric.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman holding a baby in the center of the...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/204/generate.mp4
212
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_18_0__52770aa4f545__81f.mp4
Modify the text on the cake topper from '2026' to '2025'. Change the camera angle from an eye-level shot to a high-angle shot. On the floor to the left of the table, add a golden retriever performing the action of watching the babies eat. Maintain all other elements unchanged.
Replace the '2026' cake topper with a '2025' topper, change the camera angle from eye-level to high-angle, and add a golden retriever dog watching the babies eat on the floor to the left of the table.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/212/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/212/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the '2026' cake topper with a '2025' topper, change the camera angle from eye-level to high-angle, and add a golden retriever dog watching the babies eat on the floor to the left of the table.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ ...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/212/generate.mp4
217
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_3574_0__e3f747e0adec__81f.mp4
Modify the text on the door to read 'COMING SOON'. In the background inside the room, add a suitcase performing the action of sitting on the floor. Change the camera movement from static to a slow tilt up as the door closes. Maintain all other elements unchanged.
Replace the text 'To be conniined' on the wooden door with 'COMING SOON', and add a black suitcase sitting on the floor inside the room. The camera should slowly tilt upward as the door closes.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/217/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the text 'To be conniined' on the wooden door with 'COMING SOON', and add a black suitcase sitting on the floor inside the room. The camera should slowly tilt upward as the door closes.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "te...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/217/generate.mp4
225
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_3739_0__47f289dfb27e__81f.mp4
Remove the on-screen text 'A 1' from the center of the frame with no ghosting, partial letters, or flicker; keep the bottom caption line and all orchard, subject, camera, and background motion intact. Maintain all other elements unchanged.
Remove the on-screen text 'A 1' from the center of the frame. The area where the large 'A' and the smaller '1' were located should be replaced with a clear view of the background orchard, ensuring the bottom caption line 'A is for Apple, shiny and red' remains fully visible and unobstructed.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/225/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the on-screen text 'A 1' from the center of the frame. The area where the large 'A' and the smaller '1' were located should be replaced with a clear view of the background orchard, ensuring the bottom caption line 'A is for Apple, shiny and red' remains fully visible and unobstru...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/225/generate.mp4
230
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_3885_1__208c6b198ebc__81f.mp4
Remove the young girl from the right side of the scene. Have the man on the bench stand up and perform the action of walking towards the right side of the frame, leaving the wooden bench empty. Maintain all other elements unchanged.
Remove the young girl with brown hair and a beige jacket from the right side of the scene. Replace her by having the man with long brown hair and a white robe stand up from the wooden bench and walk towards the right side of the frame, leaving the bench empty.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/230/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the young girl with brown hair and a beige jacket from the right side of the scene. Replace her by having the man with long brown hair and a white robe stand up from the wooden bench and walk towards the right side of the frame, leaving the bench empty.", "subtask": "remove_obj...
{ "height": 704, "width": 544, "saved_height": 704, "saved_width": 544, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/230/generate.mp4
245
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_5400_0__9879f96138b3__81f.mp4
Change the text on the banner from 'FINISH' to 'LAP 1'. On the right side of the track, add a robotic camera on a tripod performing the action of rotating to follow the karts. Change the camera angle from low-angle to a high-angle view. Maintain all other elements unchanged.
Replace the 'FINISH' banner with a 'LAP 1' banner and add a robotic camera on a tripod rotating to follow the karts, while changing the camera angle from low-angle to high-angle.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/245/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the 'FINISH' banner with a 'LAP 1' banner and add a robotic camera on a tripod rotating to follow the karts, while changing the camera angle from low-angle to high-angle.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "'FINISH' banner" ...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/245/generate.mp4
247
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_5442_0__de7563bfdcc4__81f.mp4
Modify the content of the existing golden 3D text from 'RENDY' to 'WORLD'. In the background on the left side of the frame, add an astronaut performing the action of floating slowly. Change the camera movement from static to a slow tilt upwards. Maintain all other elements unchanged.
Replace the golden 3D text 'RENDY' with 'WORLD' and add a floating astronaut on the left side of the frame. Change the camera movement from static to a slow upward tilt. All other elements, including the Earth and stars, should remain unchanged.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/247/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the golden 3D text 'RENDY' with 'WORLD' and add a floating astronaut on the left side of the frame. Change the camera movement from static to a slow upward tilt. All other elements, including the Earth and stars, should remain unchanged.", "subtask": "combined_tasks", "searc...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/247/generate.mp4
256
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_5638_0__36791f419707__81f.mp4
Swap the screen positions of the woman in the beige dress and the woman in the black dress on the red sofa. On the far left side of the frame, add a waiter carrying a tray of drinks. Maintain all other elements unchanged.
Replace the woman in a beige dress sitting on the far left of the red sofa with a woman in a black dress, and add a waiter carrying a tray of drinks on the far left of the frame.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/256/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman in a beige dress sitting on the far left of the red sofa with a woman in a black dress, and add a waiter carrying a tray of drinks on the far left of the frame.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman in a beige ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/256/generate.mp4
257
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/LMArena_84_0__df7f0fc9ed18__81f.mp4
Swap the screen positions of the struggling boy and the unimpressed woman. On the ground between them, add a small dog performing the action of sitting and watching the boy. Change the camera angle from eye-level to a low-angle view. Maintain all other elements unchanged.
Replace the cartoon boy struggling with a barbell on the left with a cartoon woman with glasses and a dress standing with her arms crossed, and add a small cartoon dog sitting on the ground between them, watching the boy.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/257/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the cartoon boy struggling with a barbell on the left with a cartoon woman with glasses and a dress standing with her arms crossed, and add a small cartoon dog sitting on the ground between them, watching the boy.", "subtask": "replace_object", "search_image": false, "remo...
{ "height": 768, "width": 512, "saved_height": 768, "saved_width": 512, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/257/generate.mp4
28
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/117__edab4aafec79__77f.mp4
Change the subject's action to planting small green sprouts into the soil and performing a downward pressing motion to secure the plants into the ground, and add a subtle green magic aura to the hands whenever they touch the plants. Remove the sticks and all the potatoes or ginger in the scene. Maintain all other eleme...
Replace the hands holding a potato and a stick with hands planting small green sprouts into the soil and performing a downward pressing motion to secure the plants into the ground, and add a subtle green magic aura to the hands whenever they touch the plants. Remove the sticks and all the potatoes or ginger in the scen...
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/28/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/28/object_masks/01.png, src_vide...
{ "refined_text_instruction": "Replace the hands holding a potato and a stick with hands planting small green sprouts into the soil and performing a downward pressing motion to secure the plants into the ground, and add a subtle green magic aura to the hands whenever they touch the plants. Remove the sticks and all t...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 77, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/28/generate.mp4
29
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/118__fe322d47e7be__81f.mp4
Change the subjects' action to standing up and waving their hands enthusiastically, and shift their relative position to the right of the rock formation. Maintain all other elements unchanged.
Replace the group of people sitting on the rocky terrain in the center of the frame with a group of people standing and waving their hands enthusiastically, positioned to the right of the rock formation.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/29/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the group of people sitting on the rocky terrain in the center of the frame with a group of people standing and waving their hands enthusiastically, positioned to the right of the rock formation.", "subtask": "replace_object", "search_image": false, "removal_mask_targets":...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/29/generate.mp4
291
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/202__8ddaf5b2a6c3__81f.mp4
Remove the vertical grey metal scaffolding poles to clear the view. Enhance the mural's colors to make them appear vibrant and freshly painted, increasing the saturation of the reds, whites, and ochres.
Remove the vertical grey metal scaffolding poles located in the center of the scene, between the two large murals. Replace the area they occupied with a seamless continuation of the ancient wall's texture and the vibrant, detailed frescoes of the central mural, ensuring the lighting and color transitions match the surr...
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/291/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the vertical grey metal scaffolding poles located in the center of the scene, between the two large murals. Replace the area they occupied with a seamless continuation of the ancient wall's texture and the vibrant, detailed frescoes of the central mural, ensuring the lighting and...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/291/generate.mp4
292
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/203__190f8ea04d48__81f.mp4
Delete the sunglasses from the man's face. Replace his tan jacket with a dark grey windbreaker. Add a few wispy white clouds to the blue sky in the background. Maintain all other elements unchanged.
Remove the sunglasses from the man's face and replace the tan jacket with a dark grey windbreaker. Add a few wispy white clouds to the blue sky in the background, ensuring the man's head and the fishing net remain in their original positions.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/292/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/292/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Remove the sunglasses from the man's face and replace the tan jacket with a dark grey windbreaker. Add a few wispy white clouds to the blue sky in the background, ensuring the man's head and the fishing net remain in their original positions.", "subtask": "combined_tasks", "search_i...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/292/generate.mp4
295
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/214__95f0f0100d12__81f.mp4
Replace the man's white hoodie with a dark green fleece jacket. Add a wooden bench with a thermos on it to the snowy bank in the background. Apply a slow pan to the right. Maintain all other elements unchanged.
Replace the man wearing a white hoodie and black pants on the ice with a man wearing a dark green fleece jacket and black pants, and add a wooden bench with a thermos on it on the snowy bank in the background, while panning slowly to the right.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/295/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/295/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the man wearing a white hoodie and black pants on the ice with a man wearing a dark green fleece jacket and black pants, and add a wooden bench with a thermos on it on the snowy bank in the background, while panning slowly to the right.", "subtask": "combined_tasks", "search...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/295/generate.mp4
299
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/236__8e0694457b2e__81f.mp4
Replace the man with a pirate captain wearing a tricorn hat and a red coat. Transform the modern sailboat cockpit into the wooden deck of a pirate ship with a wooden wheel.
Replace the man wearing a blue and white patterned shirt and shorts on the modern sailboat cockpit with a man dressed as a pirate captain wearing a tricorn hat and a red coat, on the wooden deck of a pirate ship.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/299/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man wearing a blue and white patterned shirt and shorts on the modern sailboat cockpit with a man dressed as a pirate captain wearing a tricorn hat and a red coat, on the wooden deck of a pirate ship.", "subtask": "replace_object", "search_image": false, "removal_mask_...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/299/generate.mp4
302
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/239__fd7a1b02780f__81f.mp4
Replace the dog with a gray wolf. Remove the thin tree in the middle of the image. Add a red shovel stuck in the snow next to the snow-covered tree stump.
Replace the black and white dog in the snow with a gray wolf and remove the thin tree in the center of the frame, adding a red shovel stuck in the snow next to the snow-covered tree stump.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/302/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the black and white dog in the snow with a gray wolf and remove the thin tree in the center of the frame, adding a red shovel stuck in the snow next to the snow-covered tree stump.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "thin tr...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/302/generate.mp4
304
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/242__f4d3b970e58c__73f.mp4
Delete the sunglasses from the man's face. Change the man's motion from slicing the mango to simply resting his hand on the fruit. Apply a slow pan-right camera movement. Maintain all other elements unchanged.
Remove the black sunglasses from the man's face and change his hand motion from slicing the mango to resting on the fruit. Apply a slow, steady rightward camera pan to reveal more of the boat's interior and the ocean background, while keeping the woman and the other man perfectly still.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/304/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/304/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Remove the black sunglasses from the man's face and change his hand motion from slicing the mango to resting on the fruit. Apply a slow, steady rightward camera pan to reveal more of the boat's interior and the ocean background, while keeping the woman and the other man perfectly still....
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 73, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/304/generate.mp4
308
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/258__7db895b64300__81f.mp4
Delete the red tool storage units from the background wall. Change the bright white overhead lighting to a warm, dim yellow glow to simulate a standby mode. Apply a slow pan from right to left across the room. Maintain all other elements unchanged.
Remove the red tool storage units from the background wall and replace the bright overhead lighting with a warm, dim yellow glow to simulate standby mode. The camera should slowly pan from right to left, maintaining the static positions of all other machinery and equipment.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/308/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the red tool storage units from the background wall and replace the bright overhead lighting with a warm, dim yellow glow to simulate standby mode. The camera should slowly pan from right to left, maintaining the static positions of all other machinery and equipment.", "subtask...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/308/generate.mp4
310
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/270__6de3584c74fb__81f.mp4
Replace the orange cat with a red fox. Remove the mirror from the wall behind the sofa. Change the sofa color to brown and black.
Replace the orange cat on the light-colored sofa with a red fox and change the sofa to brown and black, while removing the mirror from the wall behind the sofa.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/310/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the orange cat on the light-colored sofa with a red fox and change the sofa to brown and black, while removing the mirror from the wall behind the sofa.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "mirror from the wall behind the sof...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/310/generate.mp4
315
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-a-boy-and-a-girl-enjoying-a-road-trip-through-40068__7d9c64aa7f23__81f.mp4
Change the color of the off-road vehicle from dark green to tan. Replace the man standing in the back with two large brown leather suitcases. Add a slow-motion effect and change the camera movement from a tracking shot to a static shot. Maintain all other elements unchanged.
Change the dark green off-road vehicle to a tan one, replace the man standing in the back with two large brown leather suitcases, add a slow-motion effect, and change the camera movement from a tracking shot to a static shot.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/315/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/315/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Change the dark green off-road vehicle to a tan one, replace the man standing in the back with two large brown leather suitcases, add a slow-motion effect, and change the camera movement from a tracking shot to a static shot.", "subtask": "combined_tasks", "search_image": false, "...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/315/generate.mp4
317
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-a-girl-blowing-a-bubble-gum-at-an-amusement-park-1226__703735fd5aa4__81f.mp4
Change the subject's clothing from a colorful floral shirt to a plain white t-shirt. Add a slow zoom-in camera movement focusing on the subject's face. Maintain all other elements unchanged.
Replace the colorful floral shirt with a plain white t-shirt and add a slow zoom-in on the subject's face.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/317/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the colorful floral shirt with a plain white t-shirt and add a slow zoom-in on the subject's face.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "colorful floral shirt with a plain white t-shirt" ], "object_mask": "/mnt/sda/cunjian...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/317/generate.mp4
32
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/139__c021cd244dcd__81f.mp4
Change the subject's action to standing up and raising his wooden cane high toward the sky that is significantly above the man's head, and add a bright golden glow to the tip of the cane as it reaches its peak height. Maintain all other elements unchanged.
Replace the man sitting under the tree with a wooden cane held low, with a man standing up and raising his wooden cane high into the air, with a bright golden glow at the tip.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/32/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man sitting under the tree with a wooden cane held low, with a man standing up and raising his wooden cane high into the air, with a bright golden glow at the tip.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man sitting under th...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/32/generate.mp4
322
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-a-young-student-woman-gets-on-her-knees-to-pick-50727__38bec9c873de__81f.mp4
Change the woman's white crop top to a dark green sweater. Introduce a slow zoom-out camera movement towards the woman. Remove the backpack from the woman's shoulders. Maintain all other elements unchanged.
Replace the white crop top with a dark green sweater and add a slow zoom-out camera movement towards the woman. Remove the backpack from her shoulders. All other elements remain unchanged.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/322/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the white crop top with a dark green sweater and add a slow zoom-out camera movement towards the woman. Remove the backpack from her shoulders. All other elements remain unchanged.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "backpac...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/322/generate.mp4
325
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-affectionate-couple-in-a-car-hanging-out-together-42509__c4e03b6ad80f__81f.mp4
Remove the smoke from the air. Add a slow zoom-in camera movement focusing on the woman's face. Maintain all other elements unchanged.
Remove the wispy smoke from the left side of the frame, and apply a slow, steady zoom-in effect that focuses on the woman's face.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/325/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the wispy smoke from the left side of the frame, and apply a slow, steady zoom-in effect that focuses on the woman's face.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "wispy smoke from the left side of the frame" ], "object_mask":...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/325/generate.mp4
336
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-couple-holding-hands-during-their-wedding-ceremony-5204__ef37e8096624__81f.mp4
Change the primary action from holding hands to the man placing a ring onto the woman's finger. Maintain all other elements unchanged.
Replace the man and woman holding hands in the center with a man placing a ring on the woman's finger.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/336/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man and woman holding hands in the center with a man placing a ring on the woman's finger.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man and woman holding hands in the center" ], "object_mask": "/mnt/sda/cunjianchen/kai/Co...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/336/generate.mp4
337
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-couple-in-a-kitchen-preparing-appetizers-42769__5f3b542555ac__81f.mp4
Make the environment bright. Remove the four chairs in front of the table. Change the man's coat from blue to burgundy.
Transform the scene into a bright, sunlit daytime setting. Replace the dim, moody lighting with natural daylight, and remove the four black bar stools from the foreground. Change the man's blue coat to a burgundy one.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/337/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Transform the scene into a bright, sunlit daytime setting. Replace the dim, moody lighting with natural daylight, and remove the four black bar stools from the foreground. Change the man's blue coat to a burgundy one.", "subtask": "combined_tasks", "search_image": false, "removal_...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/337/generate.mp4
34
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/147__23b9a59ebfc3__81f.mp4
Replace the brown duck's diving action with a rapid 360-degree spin on the water surface, and delete the smaller, darker duck. Maintain all other elements unchanged.
Replace the brown duck diving into the water with a rapid 360-degree spin on the water surface, and remove the smaller, darker duck from the water.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/34/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the brown duck diving into the water with a rapid 360-degree spin on the water surface, and remove the smaller, darker duck from the water.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "smaller, darker duck from the water" ], "obj...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/34/generate.mp4
345
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-elegant-woman-waiting-in-a-kiosk-2399__a439a2e31de1__81f.mp4
Change the woman's garment from a sequined crop top to a plain silk tank top. Change her action from placing her hands on the railing to turning 180 degrees and walking away from the camera toward the background. Maintain all other elements unchanged.
Replace the woman wearing a black sequined crop top with her hands on the railing with a woman wearing a plain black silk tank top, turning away from the camera and walking away.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/345/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman wearing a black sequined crop top with her hands on the railing with a woman wearing a plain black silk tank top, turning away from the camera and walking away.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman wearing a b...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/345/generate.mp4
346
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-face-of-a-very-worried-girl-42270__7935686c5c03__81f.mp4
Change the woman's action from adjusting her hair to turning her head to look directly into the camera lens. Maintain all other elements unchanged.
Replace the woman with curly dark hair, wearing a yellow top, adjusting her hair on the right side of the frame with a woman with curly dark hair, wearing a yellow top, turning her head to look directly into the camera.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/346/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman with curly dark hair, wearing a yellow top, adjusting her hair on the right side of the frame with a woman with curly dark hair, wearing a yellow top, turning her head to look directly into the camera.", "subtask": "replace_object", "search_image": false, "remova...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/346/generate.mp4
347
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-father-getting-his-little-daughter-ready-for-school-43349__f3cebce41ec0__81f.mp4
The little girl no longer smiled, and the action of touching her hair was changed to touching the little girl's nose.
Replace the smiling young girl with her hand on her hair in the center of the frame with a young girl with a neutral expression and her hand on her nose.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/347/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the smiling young girl with her hand on her hair in the center of the frame with a young girl with a neutral expression and her hand on her nose.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "smiling young girl with her hand on her ha...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/347/generate.mp4
351
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-girl-checking-her-cell-phone-in-her-bed-upon-waking-31406__cbb510a73e9f__81f.mp4
Change the action from touching her face to placing the phone down and lying back onto the pillows. Maintain all other elements unchanged.
Replace the woman touching her face with her hand while holding a phone with the woman placing the phone down and lying back onto the pillows.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/351/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman touching her face with her hand while holding a phone with the woman placing the phone down and lying back onto the pillows.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman touching her face with her hand while holding a...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/351/generate.mp4
357
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-girl-walking-in-a-park-smelling-a-bougainvillea-32742__8913f57d3a23__81f.mp4
Change the woman's garment from a yellow sweatshirt to a white long-sleeved shirt. Simultaneously, change her action from holding and smelling a flower to holding a smartphone in both hands and scrolling through the screen with her thumb. Maintain all other elements unchanged.
Replace the woman wearing a yellow sweatshirt and holding a purple flower in the center of the frame with a woman wearing a white long-sleeved shirt and holding a smartphone in both hands.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/357/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman wearing a yellow sweatshirt and holding a purple flower in the center of the frame with a woman wearing a white long-sleeved shirt and holding a smartphone in both hands.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman w...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/357/generate.mp4
363
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-hipster-man-with-tattoos-smoking-1253__074affb4e4bd__81f.mp4
Change the man's clothing from a black printed T-shirt to a plain white hoodie. At the same time, change his action from smoking to picking up headphones from around his neck and putting them on his ears. Delete the cigarette. Keep all other elements unchanged.
Replace the black graphic t-shirt with a plain white hoodie and change the action from smoking to putting on headphones, removing the cigarette.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/363/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/363/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the black graphic t-shirt with a plain white hoodie and change the action from smoking to putting on headphones, removing the cigarette.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "black graphic t-shirt", "cigarette" ], "obj...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/363/generate.mp4
364
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-and-woman-doing-box-jump-759__a6eb860663ba__81f.mp4
Change the woman's garments from a sports bra and leggings to a t-shirt and shorts. Simultaneously, change her action from performing box jumps to standing stationary next to the wooden box and drinking from a water bottle. Maintain all other elements unchanged.
Replace the woman in a black sports bra and leggings performing a box jump on a wooden box with a woman in a black t-shirt and shorts standing next to a wooden box and drinking from a water bottle.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/364/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman in a black sports bra and leggings performing a box jump on a wooden box with a woman in a black t-shirt and shorts standing next to a wooden box and drinking from a water bottle.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/364/generate.mp4
365
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-loving-mother-and-her-baby-playing-with-soft-toys-49966__74ad130b0e30__81f.mp4
Replace the space shuttle-shaped pillow with a plush teddy bear. Change the woman's action from moving the pillow in a flying motion to holding the teddy bear and making it wave its paw at the baby. Maintain all other elements unchanged.
Replace the white space shuttle-shaped pillow being moved by the woman with a brown plush teddy bear being held and waved by the woman.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/365/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the white space shuttle-shaped pillow being moved by the woman with a brown plush teddy bear being held and waved by the woman.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "white space shuttle-shaped pillow being moved by the woman" ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/365/generate.mp4
366
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-lovers-lying-on-a-bed-eating-a-dessert-12164__040210684e3e__81f.mp4
Change the woman's posture from lying down to sitting upright leaning against the headboard. Simultaneously, change her action from feeding the man cake to holding and reading a printed magazine. Remove the man, the cake, the plate, and the fork.
Replace the woman lying on her side on the bed, feeding the man cake, with a woman sitting upright on the bed, leaning against the headboard, holding and reading a magazine.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/366/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman lying on her side on the bed, feeding the man cake, with a woman sitting upright on the bed, leaning against the headboard, holding and reading a magazine.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman lying on her sid...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/366/generate.mp4
368
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-eats-watching-television-on-a-rainy-night-26091__d1a5296b297d__81f.mp4
Change the man's garment from a t-shirt to a long-sleeved sweater. Simultaneously, change his action from eating food to picking up a remote control from the table and pointing it toward the camera. Maintain all other elements unchanged.
Replace the man wearing a dark t-shirt and eating food on the left with a man wearing a dark long-sleeved sweater and holding a remote control.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/368/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man wearing a dark t-shirt and eating food on the left with a man wearing a dark long-sleeved sweater and holding a remote control.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man wearing a dark t-shirt and eating food on the le...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/368/generate.mp4
369
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-splitting-a-piece-of-log-with-an-ax-22731__9099f44712fa__81f.mp4
Replace the axe with a wooden mallet and replace the log with a large wooden stake. Change the action from chopping wood to hammering the wooden stake into the ground. Maintain all other elements unchanged.
Replace the axe embedded in the log with a wooden mallet and replace the log with a large wooden stake, changing the action from chopping wood to hammering the wooden stake into the ground.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/369/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the axe embedded in the log with a wooden mallet and replace the log with a large wooden stake, changing the action from chopping wood to hammering the wooden stake into the ground.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "axe em...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/369/generate.mp4
370
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-goes-to-sleep-after-reading-3215__5935812567f0__81f.mp4
Replace the man with a woman. Change the action from reading a book and lying down to sleep to sitting upright and typing on a laptop computer. Maintain all other elements unchanged.
Replace the man reading a book and lying down on the bed with a woman sleeping on the bed, with her head on a pillow, and a laptop open in front of her.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/370/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man reading a book and lying down on the bed with a woman sleeping on the bed, with her head on a pillow, and a laptop open in front of her.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man reading a book and lying down on the be...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/370/generate.mp4
371
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-man-texting-in-a-bar-321__d2ac69f024ab__81f.mp4
Change his action from using a smartphone and drinking to holding a paper menu and pointing at an item on it. Maintain all other elements unchanged.
Replace the man holding a smartphone and drinking from a glass on the table with a man holding a paper menu and pointing at an item on it.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/371/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the man holding a smartphone and drinking from a glass on the table with a man holding a paper menu and pointing at an item on it.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "man holding a smartphone and drinking from a glass on the...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/371/generate.mp4
376
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-mother-and-her-baby-playing-with-a-teddy-bear-49968__18fc14db14c9__81f.mp4
Replace the brown teddy bear with a small toy drum. Change the baby's action from leaning on the teddy bear to tapping the top of the toy drum with their hands. Maintain all other elements unchanged.
Replace the brown teddy bear on the bed with a small toy drum, and change the baby's action from leaning on the teddy bear to tapping the top of the toy drum with their hands.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/376/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the brown teddy bear on the bed with a small toy drum, and change the baby's action from leaning on the teddy bear to tapping the top of the toy drum with their hands.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "brown teddy bear on ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/376/generate.mp4
377
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-mother-with-her-happy-daughters-4549__c919f7ac0c45__81f.mp4
Change the woman's posture from sitting upright to leaning forward. Simultaneously, change her action from embracing the girls to holding a smartphone with both hands and showing the screen to the girls. Maintain all other elements unchanged.
Replace the woman sitting upright and embracing the two girls on the couch with a woman leaning forward and holding a smartphone with both hands, showing the screen to the girls.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/377/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman sitting upright and embracing the two girls on the couch with a woman leaning forward and holding a smartphone with both hands, showing the screen to the girls.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman sitting upr...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/377/generate.mp4
378
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-parcel-clerk-placing-boxes-on-a-loading-dolly-31267__ee742bc40ac0__81f.mp4
Replace the delivery man and the hand truck with a person walking a dog on a leash. The person and the dog enter from the right and walk across the sidewalk to the left. Maintain all other elements unchanged.
Replace the delivery man in a red shirt and cap, bending over a hand truck with a large cardboard box, on the left side of the frame with a person in a white shirt and dark pants, walking a golden retriever dog on a leash.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/378/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the delivery man in a red shirt and cap, bending over a hand truck with a large cardboard box, on the left side of the frame with a person in a white shirt and dark pants, walking a golden retriever dog on a leash.", "subtask": "replace_object", "search_image": false, "rem...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/378/generate.mp4
379
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-mother-helps-her-daughter-prepare-easter-eggs-40385__ab2bb35c5487__81f.mp4
Replace the woman with a man wearing a plain T-shirt. The action remains the same, but change the position from the left side of the frame to the right side, and the character's orientation changes accordingly.
Replace the woman wearing a floral dress and holding a paintbrush on the left side of the frame with a man wearing a plain white t-shirt and holding a paintbrush on the right side of the frame.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/379/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman wearing a floral dress and holding a paintbrush on the left side of the frame with a man wearing a plain white t-shirt and holding a paintbrush on the right side of the frame.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "wo...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/379/generate.mp4
380
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-person-eating-salad-40529__20aefae12c57__81f.mp4
Replace the metal fork with a pair of wooden chopsticks. Change the action from spearing a yellow food and tomato to using the chopsticks to grasp and lift a large leaf of lettuce from the salad bowl. Maintain all other elements unchanged.
Replace the silver fork spearing a yellow food item and a slice of tomato in the salad with a pair of wooden chopsticks grasping a large leaf of lettuce.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/380/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the silver fork spearing a yellow food item and a slice of tomato in the salad with a pair of wooden chopsticks grasping a large leaf of lettuce.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "silver fork spearing a yellow food item an...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/380/generate.mp4
382
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-person-inside-a-tent-with-dog-576__e4c0c79d47c2__81f.mp4
Replace the black and tan dog with a golden retriever. Change the retriever's action from standing and looking around to walking toward the campfire and sitting down on the ground. Maintain all other elements unchanged.
Replace the black and tan dog standing outside the tent with a golden retriever dog walking towards the campfire and sitting down.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/382/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the black and tan dog standing outside the tent with a golden retriever dog walking towards the campfire and sitting down.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "black and tan dog standing outside the tent" ], "object_mask"...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/382/generate.mp4
383
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-person-marking-places-visited-during-their-trip-21609__105d104ec34b__81f.mp4
Replace the silver pen in the character’s hand with a small, round magnifying glass. Remove the notebook, and change the hand’s action from checking the contents of the notebook to placing the magnifying glass over a world map to examine geographical details. Keep all other elements unchanged.
Replace the silver pen held by the hand with a small, round magnifying glass, and remove the open notebook, replacing the hand's action of writing with the hand placing the magnifying glass over a world map to examine geographical details.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/383/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/383/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the silver pen held by the hand with a small, round magnifying glass, and remove the open notebook, replacing the hand's action of writing with the hand placing the magnifying glass over a world map to examine geographical details.", "subtask": "replace_object", "search_imag...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/383/generate.mp4
384
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-photo-session-of-a-girl-in-the-desert-34405__c999e478449e__81f.mp4
Change the photographer's pose from kneeling to standing. Add an orange Jeep to the ground in the distance. Leave all other elements unchanged.
Replace the crouching photographer with a standing photographer, and add a distant orange Jeep Wrangler on the ground.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/384/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/384/object_masks/01.png, src_vi...
{ "refined_text_instruction": "Replace the crouching photographer with a standing photographer, and add a distant orange Jeep Wrangler on the ground.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "crouching photographer", "distant orange Jeep Wrangler on the ground" ]...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/384/generate.mp4
385
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-photo-session-with-a-girl-in-the-middle-of-a-34397__33654af68819__81f.mp4
Change the female model's posture from sitting on the chair to standing upright. Simultaneously, change her action from posing for photographs to checking a wristwatch on her left arm. Remove the chair. Maintain all other elements unchanged.
Replace the female model sitting on a white chair in the center of the frame with a female model standing upright and looking at her left wristwatch.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/385/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the female model sitting on a white chair in the center of the frame with a female model standing upright and looking at her left wristwatch.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "female model sitting on a white chair in the c...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/385/generate.mp4
387
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-portrait-of-a-happy-smiling-woman-4859__7bff88f30aa7__81f.mp4
Change the woman's garment from a white collared shirt to a gray hooded sweatshirt. Simultaneously, change her action from smiling at the camera to looking down and interacting with a smartphone held in her hands. Maintain all other elements unchanged.
Replace the woman's white collared shirt with a gray hooded sweatshirt and change her smiling expression to looking down at a smartphone she is holding.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/387/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the woman's white collared shirt with a gray hooded sweatshirt and change her smiling expression to looking down at a smartphone she is holding.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "woman's white collared shirt with a gray ho...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/387/generate.mp4
388
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-scientist-mixing-liquids-in-a-laboratory-4719__7e7835983c8f__81f.mp4
Significantly increase the physical scale of the Erlenmeyer flask. Change the scientist's action from pouring liquid from a smaller flask to holding the oversized Erlenmeyer flask with both hands. Delete the container with a rounded bottom. Maintain all other elements unchanged.
Replace the small glass flask with a rounded bottom in the left hand with a large Erlenmeyer flask, and change the action of pouring liquid from a small flask to holding the large flask with both hands.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/388/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the small glass flask with a rounded bottom in the left hand with a large Erlenmeyer flask, and change the action of pouring liquid from a small flask to holding the large flask with both hands.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": ...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/388/generate.mp4
389
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-martini-cocktail-with-olives-5133__cdaf48edb135__81f.mp4
Remove the second olive that is dropped into the liquid. Maintain all other elements unchanged.
Remove the second green olive that is being dropped into the liquid. The space it occupied should be replaced with the clear, rippling liquid and the reflection of the olive in the glass, ensuring the background remains consistent with the rest of the martini glass.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/389/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the second green olive that is being dropped into the liquid. The space it occupied should be replaced with the clear, rippling liquid and the reflection of the olive in the glass, ensuring the background remains consistent with the rest of the martini glass.", "subtask": "remo...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/389/generate.mp4
390
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-orange-twist-in-negroni-5144__a5fb005d6a3b__81f.mp4
Remove the hand from the scene so the orange peel garnish appears to move and settle into the glass independently. The movement of the orange peel should remain natural, instead of moving like in original video. Maintain all other elements unchanged.
Remove the hand holding the orange peel from the top of the glass. Replace the area with a clear view of the orange peel as it continues to float and settle into the drink, ensuring the background wood grain and condensation on the glass remain consistent.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/390/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the hand holding the orange peel from the top of the glass. Replace the area with a clear view of the orange peel as it continues to float and settle into the drink, ensuring the background wood grain and condensation on the glass remain consistent.", "subtask": "remove_object"...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/390/generate.mp4
391
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-people-dancing-and-drinking-at-a-halloween-party-34453__12f16cf1892d__81f.mp4
Remove the woman in the floral hippie dress from the scene. Maintain all other elements unchanged.
Remove the woman wearing the floral hippie dress and glasses from the center of the room. Replace her with the visible background elements, including the white wall, the Halloween decorations, and the green pool table edge, ensuring the space between the man in the blue hoodie and the pool table is clear.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/391/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the woman wearing the floral hippie dress and glasses from the center of the room. Replace her with the visible background elements, including the white wall, the Halloween decorations, and the green pool table edge, ensuring the space between the man in the blue hoodie and the p...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/391/generate.mp4
392
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-placing-a-cake-in-the-center-of-a-party-table-5117__b7eaa2fba5b5__81f.mp4
The candle in the middle of the cake is removed, keeping the two candles on the side. Maintain all other elements unchanged.
Remove the single white candle located in the center of the cake. Replace the area with the existing white frosting and colorful sprinkles, ensuring the two side candles remain intact and the cake's surface is fully restored.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/392/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the single white candle located in the center of the cake. Replace the area with the existing white frosting and colorful sprinkles, ensuring the two side candles remain intact and the cake's surface is fully restored.", "subtask": "remove_object", "search_image": false, "r...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/392/generate.mp4
393
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-portrait-of-a-man-in-a-bar-on-saint-patricks-47434__5cd5bd1c631d__81f.mp4
Replace the 'BEER' text on the background chalkboard with the word 'LUCK'. Maintain all other elements unchanged.
Replace the word 'BEER' on the chalkboard in the background with the word 'LUCK'.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/393/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the word 'BEER' on the chalkboard in the background with the word 'LUCK'.", "subtask": "replace_object", "search_image": false, "removal_mask_targets": [ "word 'BEER' on the chalkboard in the background" ], "object_mask": "/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_...
{ "height": 832, "width": 448, "saved_height": 832, "saved_width": 448, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/393/generate.mp4
394
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-people-dancing-at-a-little-costume-party-34458__7849a6c28d2b__81f.mp4
Remove the dancing woman in the floral dress from the right side of the frame. Remove glass that the woman was holding. Maintain all other elements unchanged.
Remove the woman in the floral dress and black witch hat from the right side of the frame. Replace her with the plain yellow wall and the top of the white screen behind her, ensuring the background remains consistent with the rest of the room.
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/394/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the woman in the floral dress and black witch hat from the right side of the frame. Replace her with the plain yellow wall and the top of the white screen behind her, ensuring the background remains consistent with the rest of the room.", "subtask": "remove_object", "search_i...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/394/generate.mp4
395
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-taking-a-slice-of-birthday-cake-5107__1dc31edbe8d7__81f.mp4
Delete the yellow vegetation cake in the scene, and change the spatula holding the cake to blue. Maintain all other elements unchanged.
Remove the yellow cake decorated with green leaves from the center of the frame, and change the spatula holding the cake slice to blue.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/395/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the yellow cake decorated with green leaves from the center of the frame, and change the spatula holding the cake slice to blue.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "yellow cake decorated with green leaves from the center of t...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/395/generate.mp4
396
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-the-remnants-of-a-vibrant-new-years-eve-celebration-with-51543__1dca1781f379__81f.mp4
Pan the camera vertically upward across the cart while removing the hanging ribbons from the scene. Maintain all other elements unchanged.
Apply camera motion: vertical pan up. Remove the white and gold ribbons hanging from the top of the cart.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/396/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Apply camera motion: vertical pan up. Remove the white and gold ribbons hanging from the top of the cart.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "white and gold ribbons hanging from the top of the cart" ], "object_mask": "/mnt/sda/c...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/396/generate.mp4
405
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/20701421_8s_part1_6.1s__1767ff9b29f5__81f.mp4
Shift the central group of four tourists from the center of the frame to the lower-left foreground. Remove the two SUVs in the upper-left corner and the people next to them. Apply a cinematic cyberpunk art style with vibrant neon pink and teal color grading to the entire environment. Add a shimmering heat haze visual e...
In the center of the frame, replace the group of four tourists with a single person wearing a white shirt and dark pants, standing in the foreground. Remove the two SUVs and the people standing next to them from the upper-left corner. Apply a cinematic cyberpunk art style with vibrant neon pink and teal color grading t...
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/405/object_masks/00.png, src_video[0])", "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/405/object_masks/01.png, src_vi...
{ "refined_text_instruction": "In the center of the frame, replace the group of four tourists with a single person wearing a white shirt and dark pants, standing in the foreground. Remove the two SUVs and the people standing next to them from the upper-left corner. Apply a cinematic cyberpunk art style with vibrant n...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/405/generate.mp4
42
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/15__779eb88400a7__81f.mp4
Remove the castle located on the peak of the hill, add Environmental VFX of floating glowing embers drifting across the ruins, and perform a camera Zoom out. Maintain all other elements unchanged.
Remove the ancient stone castle from the peak of the hill in the background. Replace it with a clear view of the distant, hazy desert landscape and add a subtle environmental effect of floating, glowing embers drifting across the ruins. The camera should slowly zoom out to reveal more of the surrounding arid terrain.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/42/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the ancient stone castle from the peak of the hill in the background. Replace it with a clear view of the distant, hazy desert landscape and add a subtle environmental effect of floating, glowing embers drifting across the ruins. The camera should slowly zoom out to reveal more o...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/42/generate.mp4
438
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/631_1_8.0s__de10710a839e__81f.mp4
Move the girl from her current position to the grassy area at the lower left of the frame, and complete the house. Transform the visual style into a clean hand-drawn sketch look with graphite textures, add a soft warm glow emanating from the cabin window. Maintain all other elements unchanged.
Replace the girl standing in front of the wooden cabin with a hand-drawn sketch of a girl in a red dress, and complete the cabin with a window emitting a warm glow. Change the overall style to a clean, hand-drawn sketch with graphite textures, while keeping the forest background and the path intact.
replace_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/438/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the girl standing in front of the wooden cabin with a hand-drawn sketch of a girl in a red dress, and complete the cabin with a window emitting a warm glow. Change the overall style to a clean, hand-drawn sketch with graphite textures, while keeping the forest background and the...
{ "height": 384, "width": 960, "saved_height": 384, "saved_width": 960, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/438/generate.mp4
45
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/27__a84d3fadb264__81f.mp4
Remove the white rabbit from the foreground and execute a Zoom out. Maintain all other elements unchanged.
Remove the white rabbit from the foreground on the right side of the frame, and perform a slow zoom out to reveal more of the background. The area where the rabbit was should be replaced with the continuation of the grassy lawn and the distant wooden fence, ensuring the lighting and shadows remain consistent with the r...
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/45/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the white rabbit from the foreground on the right side of the frame, and perform a slow zoom out to reveal more of the background. The area where the rabbit was should be replaced with the continuation of the grassy lawn and the distant wooden fence, ensuring the lighting and sha...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/45/generate.mp4
46
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/30__9366b5338c7c__81f.mp4
Remove the two sentries standing at the palace entrance, and execute a smooth zoom out to reveal more of the palace facade and the courtyard. Maintain all other elements unchanged.
Remove the two uniformed sentries standing at the entrance of the palace, located between the small white kiosks and the large cannon. Replace them by extending the view of the palace's arched windows and the stone courtyard floor, ensuring the area is clear and the background architecture is fully visible. The camera ...
remove_object
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/46/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Remove the two uniformed sentries standing at the entrance of the palace, located between the small white kiosks and the large cannon. Replace them by extending the view of the palace's arched windows and the stone courtyard floor, ensuring the area is clear and the background architect...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/46/generate.mp4
479
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/inputs/shared_81f/sampled_videos/mixkit-a-cheerful-group-of-friends-celebrate-new-years-eve-by-51531__0cfeb1ae43cc__81f.mp4
Replace the "NEW YEAR" text on the balloons with "2025", and add golden magical particle effects around all the wine glasses. Maintain all other elements unchanged.
Replace the 'NEW YEAR' text on the golden balloons with '2025', and add a golden magical particle effect around the wine glasses.
combined_tasks
[ "compose_masked_image(/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/outputs/aurora_agent/cases/479/object_masks/00.png, src_video[0])" ]
{ "refined_text_instruction": "Replace the 'NEW YEAR' text on the golden balloons with '2025', and add a golden magical particle effect around the wine glasses.", "subtask": "combined_tasks", "search_image": false, "removal_mask_targets": [ "'NEW YEAR' text on the golden balloons" ], "object_mask": "/mn...
{ "height": 448, "width": 832, "saved_height": 448, "saved_width": 832, "num_frames": 81, "save_frames": 0, "max_pixels": 399360, "mllm_src_frames": 0, "num_inference_steps": 50, "cfg_scale": 2, "image_cfg_scale": 1, "fallback_to_two_pass_cfg": true, "dynamic_cfg_by_bench_tag": false, "edit_...
/mnt/sda/cunjianchen/kai/CoVEBench_Aurora_OmniWeaving_Temporal_20260805/full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/479/generate.mp4
End of preview.

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Check out the documentation for more information.

CoVEBench Organized Results

This directory contains direct copies of the final CoVEBench video outputs, plus nine explicitly documented 73-to-77-frame OmniWeaving postprocessed outputs. Each method directory keeps the task layout:

<method>/<task_id>/generate.mp4

The accompanying generate_config.json files are retained when present.

Result sets

Directory Source Valid videos Notes
aurora_no_mask/ outputs/aurora_no_mask/ 626 626/626 tasks succeeded
aurora_mask/ full_aurora_mask_gpu1_20260811_r2/outputs/aurora_mask/ 155 Only tasks with an on-disk eligible mask; 471 tasks were skipped
omniweaving/ full_omniweaving_flashattn2_20260811/outputs/omni/ 626 617 native outputs plus 9 postprocessed 77-frame outputs

OmniWeaving 73-to-77-frame postprocessing

The following tasks expected 77 frames, but native OmniWeaving inference produced 73 frames:

20, 28, 43, 306, 556, 571, 581, 606, 614

For each task, the 73-frame timeline was uniformly expanded to 77 sampling positions with FFmpeg's framerate interpolation filter. The original FPS, resolution, first frame, and last-frame position were retained. The resulting 77-frame video is stored at omniweaving/<task_id>/generate.mp4.

Tasks 20, 28, and 43 used the latest retry; the other six tasks used their single native 73-frame output. The original 73-frame files were removed after the 77-frame outputs were verified, as requested.

These nine 77-frame files are postprocessed outputs, not native 77-frame model generations. This distinction should be disclosed in any reported evaluation.

Important source-directory notes

  • The Aurora mask result is the _r2 run. The earlier full_aurora_mask_gpu1_20260811/ run has no valid MP4 outputs.
  • The top-level outputs/omniweaving/ directory is the failed initial Stage-A attempt and is not the final OmniWeaving result.
  • All files in this directory are regular files; no symlinks were used.
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