Model: remyxai/SpaceOm
Author: remyxai
Pipeline: image-text-to-text
Library: transformers
Tags: transformers, safetensors, qwen2_5_vl, image-to-text, remyx, SpatialReasoning, spatial-reasoning, test-time-compute, thinking, reasoning, multimodal, vlm, vision-language, distance-estimation, quantitative-spatial-reasoning, image-text-to-text, conversational, en, dataset:remyxai/SpaceThinker, arxiv:2505.20993, arxiv:2506.07966, arxiv:2506.21458, arxiv:2401.12168, arxiv:2505.17012, base_model:UCSC-VLAA/VLAA-Thinker-Qwen2.5VL-3B, base_model:finetune:UCSC-VLAA/VLAA-Thinker-Qwen2.5VL-3B, model-index, text-generation-inference, endpoints_compatible, region:us
Base models (finetune): id: UCSC-VLAA/VLAA-Thinker-Qwen2.5VL-3B
Card metadata: task_categories: visual-question-answering
language: en
tags: remyx, SpatialReasoning, spatial-reasoning, test-time-compute, thinking, reasoning, multimodal, vlm, vision-language, distance-estimation, quantitative-spatial-reasoning
pretty_name: SpaceOm
license_name: qwen-research
license_link: https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct/blob/main/LICENSE
datasets: remyxai/SpaceThinker
base_model: UCSC-VLAA/VLAA-Thinker-Qwen2.5VL-3B
pipeline_tag: image-text-to-text
library_name: transformers
model-index: name: SpaceOm
results: task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: 3DSRBench
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.5419
verified: no
results_by_subcategory: name: 3D Positional Relation / Orientation
success_rate: 0.4877, name: Object Localization / 3D Localization
success_rate: 0.6337, name: Object Properties / Size
success_rate: 0.5043, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: BLINK
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.599
verified: no
results_by_subcategory: name: 3D Positional Relation / Orientation
success_rate: 0.7972, name: Counting / Object Counting
success_rate: 0.6167, name: Depth and Distance / Relative
success_rate: 0.621, name: Object Localization / 2D Localization
success_rate: 0.582, name: Point and Object Tracking / Point Correspondence
success_rate: 0.3779, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: MMIU
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.388
verified: no
results_by_subcategory: name: Camera and Image Transformation / 2D Transformation
success_rate: 0.255, name: Camera and Image Transformation / 3D Camera Pose
success_rate: 0.4, name: Camera and Image Transformation / Camera Motion
success_rate: 0.4436, name: Depth and Distance / Absolute
success_rate: 0.265, name: Object Localization / 3D Localization
success_rate: 0.3625, name: Point and Object Tracking / 3D Tracking
success_rate: 0.725, name: Point and Object Tracking / Point Correspondence
success_rate: 0.265, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: MMVP
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.5833
verified: no
results_by_subcategory: name: Others / Miscellaneous
success_rate: 0.5833, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: QSpatialBench-Plus
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.4455
verified: no
results_by_subcategory: name: Depth and Distance / Absolute
success_rate: 0.4455, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: QSpatialBench-ScanNet
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.4876
verified: no
results_by_subcategory: name: Depth and Distance / Absolute
success_rate: 0.464, name: Object Properties / Size
success_rate: 0.5111, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: RealWorldQA
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.6105
verified: no
results_by_subcategory: name: Others / Miscellaneous
success_rate: 0.6105, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: SpatialSense
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.7043
verified: no
results_by_subcategory: name: 3D Positional Relation / Orientation
success_rate: 0.7043, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: VGBench
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.3504
verified: no
results_by_subcategory: name: Camera and Image Transformation / 2D Transformation
success_rate: 0.2568, name: Camera and Image Transformation / 3D Camera Pose
success_rate: 0.4371, name: Depth and Distance / Absolute
success_rate: 0.3339, name: Depth and Distance / Relative
success_rate: 0.32, name: Object Localization / 3D Localization
success_rate: 0.4283, name: Point and Object Tracking / 3D Tracking
success_rate: 0.3264, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: VSI-Bench_8
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.2558
verified: no
results_by_subcategory: name: 3D Positional Relation / Orientation
success_rate: 0.3998, name: Counting / Object Counting
success_rate: 0.229, name: Depth and Distance / Absolute
success_rate: 0.1562, name: Depth and Distance / Relative
success_rate: 0.3648, name: Object Properties / Size
success_rate: 0.1645, name: Others / Miscellaneous
success_rate: 0.2204, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: VSR-ZeroShot
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.8085
verified: no
results_by_subcategory: name: 3D Positional Relation / Orientation
success_rate: 0.8085, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: cvbench
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.6839
verified: no
results_by_subcategory: name: Counting / Object Counting
success_rate: 0.6294, name: Depth and Distance / Relative
success_rate: 0.7408, name: Object Localization / 3D Localization
success_rate: 0.6815, task: type: visual-question-answering
name: Spatial Reasoning
dataset: name: spatialbench
type: benchmark
metrics: type: success_rate
name: Overall Success Rate
value: 0.6553
verified: no
results_by_subcategory: name: 3D Positional Relation / Orientation
success_rate: 0.6765, name: Counting / Object Counting
success_rate: 0.75, name: Object Properties / Existence
success_rate: 0.925, name: Object Properties / Reachability
success_rate: 0.55, name: Object Properties / Size
success_rate: 0.375
Likes: 12 | All-time downloads: 15884
Created: 2025-04-24 21:48:41