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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowCapacityError
Message:      array cannot contain more than 2147483646 bytes, have 2523066881
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1995, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 797, in wrapped
                  for item in generator(*args, **kwargs):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 122, in _generate_tables
                  pa_table = paj.read_json(
                File "pyarrow/_json.pyx", line 308, in pyarrow._json.read_json
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowCapacityError: array cannot contain more than 2147483646 bytes, have 2523066881
              
              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 1524, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1099, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, 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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image
string
bbox
sequence
conversations
list
coco/train2014/COCO_train2014_000000480023.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: person\nRegion 3: person\nRegion 4: person\nRegion 5: person\nRegion 6: person\nRegion 7: person\nRegion 8: person\nRegion 9: person" } ]
coco/train2014/COCO_train2014_000000480023.jpg
[ [ 45, 402, 426, 212 ], [ 0, 525, 66, 126 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person\nRegion 2: person" } ]
coco/train2014/COCO_train2014_000000480023.jpg
[ [ 0, 236, 117, 295 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person" } ]
coco/train2014/COCO_train2014_000000050518.jpg
[ [ 245, 208, 40, 20 ], [ 33, 223, 294, 232 ], [ 214, 124, 182, 335 ], [ 0, 105, 56, 57 ], [ 107, 0, 175, 180 ], [ 315, 275, 96, 201 ], [ 216, 229, 30, 42 ], [ 137, 228, 27, 40 ], [ 0, 271, 107, 156 ], [ 117, 256, 44, 15 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: dining table\nRegion 3: person\nRegion 4: boat\nRegion 5: boat\nRegion 6: bench\nRegion 7: cup\nRegion 8: cup\nRegion 9: bench\nRegion 10: hot dog" } ]
coco/train2014/COCO_train2014_000000142589.jpg
[ [ 288, 18, 206, 327 ], [ 0, 29, 246, 368 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: bowl" } ]
coco/train2014/COCO_train2014_000000209263.jpg
[ [ 126, 475, 74, 69 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000209263.jpg
[ [ 58, 416, 402, 208 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: dining table" } ]
coco/train2014/COCO_train2014_000000209263.jpg
[ [ 1, 30, 432, 503 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person" } ]
coco/train2014/COCO_train2014_000000015307.jpg
[ [ 185, 93, 231, 434 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000015307.jpg
[ [ 191, 9, 140, 76 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: cup" } ]
coco/train2014/COCO_train2014_000000015307.jpg
[ [ 11, 16, 549, 572 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: dining table" } ]
coco/train2014/COCO_train2014_000000328812.jpg
[ [ 117, 195, 136, 145 ], [ 1, 1, 390, 479 ], [ 0, 129, 111, 243 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: person\nRegion 3: person" } ]
coco/train2014/COCO_train2014_000000328812.jpg
[ [ 0, 419, 80, 69 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: sandwich" } ]
coco/train2014/COCO_train2014_000000246920.jpg
[ [ 238, 44, 272, 308 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000576810.jpg
[ [ 282, 213, 115, 58 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000576810.jpg
[ [ 0, 102, 477, 315 ], [ 458, 183, 165, 242 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person\nRegion 2: person" } ]
coco/train2014/COCO_train2014_000000576810.jpg
[ [ 362, 171, 59, 128 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person" } ]
coco/train2014/COCO_train2014_000000576810.jpg
[ [ 504, 165, 58, 46 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person" } ]
coco/train2014/COCO_train2014_000000576810.jpg
[ [ 413, 303, 109, 116 ], [ 579, 170, 58, 207 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: handbag\nRegion 2: person" } ]
coco/train2014/COCO_train2014_000000046298.jpg
[ [ 221, 136, 121, 379 ], [ 181, 150, 69, 380 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog" } ]
coco/train2014/COCO_train2014_000000046298.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: bowl\nRegion 5: hot dog" } ]
coco/train2014/COCO_train2014_000000235437.jpg
[ [ 194, 266, 251, 137 ], [ 212, 249, 227, 38 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog" } ]
coco/train2014/COCO_train2014_000000235437.jpg
[ [ 256, 207, 179, 51 ], [ 278, 171, 135, 29 ], [ 286, 183, 152, 41 ], [ 55, 219, 114, 167 ], [ 109, 181, 87, 149 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: cup\nRegion 5: cup" } ]
coco/train2014/COCO_train2014_000000235437.jpg
[ [ 205, 138, 64, 115 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: cup" } ]
coco/train2014/COCO_train2014_000000235437.jpg
[ [ 295, 159, 124, 11 ], [ 306, 143, 106, 21 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog" } ]
coco/train2014/COCO_train2014_000000235437.jpg
[ [ 234, 101, 70, 89 ], [ 113, 71, 57, 49 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: cup\nRegion 2: cup" } ]
coco/train2014/COCO_train2014_000000235437.jpg
[ [ 139, 157, 69, 126 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: cup" } ]
coco/train2014/COCO_train2014_000000576993.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: dining table\nRegion 3: fork\nRegion 4: knife\nRegion 5: bowl\nRegion 6: cup\nRegion 7: cup\nRegion 8: cup\nRegion 9: knife" } ]
coco/train2014/COCO_train2014_000000576993.jpg
[ [ 115, 11, 46, 19 ], [ 1, 4, 90, 39 ], [ 404, 0, 82, 137 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: bowl\nRegion 2: person\nRegion 3: bottle" } ]
coco/train2014/COCO_train2014_000000576993.jpg
[ [ 92, 13, 168, 91 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: dining table" } ]
coco/train2014/COCO_train2014_000000576993.jpg
[ [ 0, 52, 23, 29 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: fork" } ]
coco/train2014/COCO_train2014_000000329623.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: bottle\nRegion 3: bottle\nRegion 4: person\nRegion 5: person\nRegion 6: knife\nRegion 7: knife" } ]
coco/train2014/COCO_train2014_000000329623.jpg
[ [ 127, 320, 154, 90 ], [ 225, 144, 95, 54 ], [ 146, 172, 51, 49 ], [ 261, 6, 116, 131 ], [ 14, 128, 526, 304 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: apple\nRegion 2: broccoli\nRegion 3: cup\nRegion 4: chair\nRegion 5: dining table" } ]
coco/train2014/COCO_train2014_000000329623.jpg
[ [ 18, 2, 105, 55 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person" } ]
coco/train2014/COCO_train2014_000000329623.jpg
[ [ 220, 178, 35, 98 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: bottle" } ]
coco/train2014/COCO_train2014_000000257615.jpg
[ [ 337, 149, 273, 170 ], [ 0, 80, 691, 428 ], [ 172, 312, 82, 85 ], [ 250, 285, 70, 77 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: dining table\nRegion 3: cup\nRegion 4: cup" } ]
coco/train2014/COCO_train2014_000000257615.jpg
[ [ 0, 53, 203, 346 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: cup" } ]
coco/train2014/COCO_train2014_000000124829.jpg
[ [ 94, 102, 587, 334 ], [ 87, 109, 562, 323 ], [ 88, 0, 241, 152 ], [ 115, 276, 416, 193 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: sandwich\nRegion 3: person\nRegion 4: person" } ]
coco/train2014/COCO_train2014_000000568393.jpg
[ [ 278, 170, 89, 94 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000568393.jpg
[ [ 174, 93, 145, 110 ], [ 3, 3, 676, 512 ], [ 4, 0, 80, 123 ], [ 511, 0, 39, 52 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: sandwich\nRegion 2: dining table\nRegion 3: cup\nRegion 4: spoon" } ]
coco/train2014/COCO_train2014_000000568393.jpg
[ [ 69, 42, 30, 67 ], [ 435, 0, 84, 34 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: spoon\nRegion 2: cup" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 183, 372, 47, 36 ], [ 258, 272, 19, 27 ], [ 272, 276, 18, 27 ], [ 474, 435, 28, 46 ], [ 157, 239, 412, 233 ], [ 389, 8, 154, 374 ], [ 385, 67, 260, 432 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: bottle\nRegion 5: dining table\nRegion 6: person\nRegion 7: person" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 363, 87, 95, 223 ], [ 3, 79, 221, 386 ], [ 10, 38, 125, 172 ], [ 494, 409, 37, 58 ], [ 387, 340, 9, 34 ], [ 444, 384, 43, 72 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person\nRegion 2: person\nRegion 3: person\nRegion 4: cup\nRegion 5: fork\nRegion 6: spoon" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 364, 401, 27, 47 ], [ 365, 398, 113, 85 ], [ 314, 311, 78, 49 ], [ 326, 347, 103, 74 ], [ 270, 309, 60, 35 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: spoon\nRegion 2: bowl\nRegion 3: bowl\nRegion 4: bowl\nRegion 5: bowl" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 261, 431, 92, 52 ], [ 336, 202, 19, 32 ], [ 351, 198, 15, 41 ], [ 359, 201, 17, 36 ], [ 204, 211, 12, 15 ], [ 385, 338, 14, 35 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: bowl\nRegion 2: bottle\nRegion 3: bottle\nRegion 4: bottle\nRegion 5: cup\nRegion 6: spoon" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 287, 303, 45, 36 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: spoon" } ]
coco/train2014/COCO_train2014_000000495875.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: spoon\nRegion 2: spoon\nRegion 3: bowl\nRegion 4: hot dog\nRegion 5: hot dog\nRegion 6: hot dog\nRegion 7: dining table\nRegion 8: person\nRegion 9: person\nRegion 10: person" } ]
coco/train2014/COCO_train2014_000000495875.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person\nRegion 2: person\nRegion 3: carrot\nRegion 4: person\nRegion 5: person\nRegion 6: hot dog" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 394, 219, 44, 10 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000495875.jpg
[ [ 343, 271, 33, 16 ], [ 259, 229, 12, 16 ], [ 268, 227, 11, 20 ], [ 276, 227, 21, 18 ], [ 184, 178, 85, 63 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog\nRegion 5: hot dog" } ]
coco/train2014/COCO_train2014_000000117601.jpg
[ [ 243, 210, 293, 201 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000117601.jpg
[ [ 143, 43, 143, 126 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000117601.jpg
[ [ 0, 89, 209, 326 ], [ 142, 268, 279, 165 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person\nRegion 2: person" } ]
coco/train2014/COCO_train2014_000000117601.jpg
[ [ 144, 43, 151, 111 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: sandwich" } ]
coco/train2014/COCO_train2014_000000316170.jpg
[ [ 314, 248, 122, 36 ], [ 331, 118, 108, 99 ], [ 440, 62, 82, 126 ], [ 118, 120, 170, 132 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: cup\nRegion 3: cup\nRegion 4: bowl" } ]
coco/train2014/COCO_train2014_000000316170.jpg
[ [ 189, 226, 260, 143 ], [ 466, 199, 118, 159 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: bowl\nRegion 2: cup" } ]
coco/train2014/COCO_train2014_000000439602.jpg
[ [ 0, 3, 571, 308 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000354530.jpg
[ [ 17, 1, 506, 296 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog" } ]
coco/train2014/COCO_train2014_000000300070.jpg
[ [ 156, 239, 249, 72 ], [ 495, 51, 59, 169 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: bottle" } ]
coco/train2014/COCO_train2014_000000300070.jpg
[ [ 1, 1, 327, 307 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person" } ]
coco/train2014/COCO_train2014_000000300070.jpg
[ [ 114, 338, 516, 123 ], [ 431, 270, 60, 34 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: dining table\nRegion 2: fork" } ]
coco/train2014/COCO_train2014_000000197739.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: chair\nRegion 3: person\nRegion 4: sandwich\nRegion 5: potted plant\nRegion 6: fork" } ]
coco/train2014/COCO_train2014_000000197739.jpg
[ [ 144, 99, 252, 470 ], [ 289, 545, 62, 38 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: person\nRegion 2: hot dog" } ]
coco/train2014/COCO_train2014_000000167683.jpg
[ [ 380, 249, 50, 47 ], [ 467, 267, 81, 29 ], [ 457, 226, 71, 62 ], [ 421, 245, 39, 45 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog" } ]
coco/train2014/COCO_train2014_000000167683.jpg
[ [ 163, 269, 83, 41 ], [ 280, 40, 211, 234 ], [ 467, 225, 32, 48 ], [ 382, 251, 48, 42 ] ]
[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: person\nRegion 3: sandwich\nRegion 4: sandwich" } ]
coco/train2014/COCO_train2014_000000250922.jpg
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[ { "from": "human", "value": "Please identify the labels of each marked region in the image. " }, { "from": "gpt", "value": "Region 1: hot dog\nRegion 2: bottle\nRegion 3: chair\nRegion 4: chair\nRegion 5: dining table\nRegion 6: person" } ]
coco/train2014/COCO_train2014_000000528892.jpg
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End of preview.

🎨 Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want

The interaction between humans and artificial intelligence (AI) is a crucial factor that reflects the effectiveness of multimodal large language models (MLLMs). However, current MLLMs primarily focus on image-level comprehension and limit interaction to textual instructions, thereby constraining their flexibility in usage and depth of response. Therefore, we introduce the Draw-and-Understand project: a new model, a multi-domain dataset, and a challenging benchmark for visual prompting.

Training and Evaluation Dataset Card

  • MDVP-Data is a comprehensive dataset for multi-domain visual-prompt instruction tuning. This dataset encompasses data for both point-level and region-level understanding, designed to enhance a model’s comprehension ability and robustness.

  • We also introduce MDVP-Bench, a challenging benchmark designed to evaluate tasks that require a combination of detailed description referrals, inter-relationship analysis, and complex reasoning.

Paper and Code

Project Page: Draw-and-Understand
Paper: https://arxiv.org/abs/2403.20271
Code: https://github.com/AFeng-x/Draw-and-Understand

License

Attribution-NonCommercial 4.0 International
It should abide by the policy of OpenAI: https://openai.com/policies/terms-of-use.

Citations

@misc{lin2024drawandunderstand,
      title={Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want}, 
      author={Weifeng Lin and Xinyu Wei and Ruichuan An and Peng Gao and Bocheng Zou and Yulin Luo and Siyuan Huang and Shanghang Zhang and Hongsheng Li},
      year={2024},
      eprint={2403.20271},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}
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