Datasets:
Upload folder using huggingface_hub
Browse files- README.md +172 -0
- human_object_interactions/full-00000-of-00001.parquet +3 -0
- human_object_interactions/mini-00000-of-00001.parquet +3 -0
- intuitive_physics/full-00000-of-00001.parquet +3 -0
- intuitive_physics/mini-00000-of-00001.parquet +3 -0
- robot_object_interactions/full-00000-of-00001.parquet +3 -0
- robot_object_interactions/mini-00000-of-00001.parquet +3 -0
- temporal_reasoning/full-00000-of-00001.parquet +3 -0
- temporal_reasoning/mini-00000-of-00001.parquet +3 -0
- videos/clevrer.zip +3 -0
- videos/grasp.zip +3 -0
- videos/inflevel.zip +3 -0
- videos/intphys.zip +3 -0
- videos/language_table.zip +3 -0
- videos/pt.zip +3 -0
- videos/ssv2.zip +3 -0
- videos/star.zip +3 -0
- videos/vinoground.zip +3 -0
README.md
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---
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license: apache-2.0
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dataset_info:
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- config_name: human_object_interactions
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features:
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- name: video_id
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dtype: string
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- name: video_path
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dtype: string
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- name: question
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dtype: string
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- name: answer
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| 13 |
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dtype: string
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| 14 |
+
- name: candidates
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dtype: string
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| 16 |
+
- name: source
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dtype: string
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+
splits:
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- name: mini
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+
num_bytes: 1749322
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+
num_examples: 5724
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- name: full
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num_bytes: 4074313
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num_examples: 14046
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download_size: 594056
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dataset_size: 5823635
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- config_name: intuitive_physics
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features:
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- name: video_id
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dtype: string
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- name: video_path
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dtype: string
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- name: question
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dtype: string
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- name: answer
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dtype: string
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- name: candidates
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dtype: string
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- name: source
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| 40 |
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dtype: string
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| 41 |
+
splits:
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+
- name: mini
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| 43 |
+
num_bytes: 6999824
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+
num_examples: 8680
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| 45 |
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- name: full
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| 46 |
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num_bytes: 10570407
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| 47 |
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num_examples: 12220
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| 48 |
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download_size: 805372
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| 49 |
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dataset_size: 17570231
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- config_name: robot_object_interactions
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features:
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- name: video_id
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dtype: string
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| 54 |
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- name: video_path
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dtype: string
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| 56 |
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- name: question
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| 57 |
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dtype: string
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| 58 |
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- name: answer
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dtype: string
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| 60 |
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- name: candidates
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| 61 |
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dtype: string
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- name: source
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| 63 |
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dtype: string
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| 64 |
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splits:
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- name: mini
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| 66 |
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num_bytes: 771052
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num_examples: 2000
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| 68 |
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- name: full
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| 69 |
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num_bytes: 9954084
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num_examples: 25796
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| 71 |
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download_size: 1547348
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| 72 |
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dataset_size: 10725136
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- config_name: temporal_reasoning
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features:
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| 75 |
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- name: video_id
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dtype: string
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| 77 |
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- name: video_path
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| 78 |
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dtype: string
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| 79 |
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- name: question
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dtype: string
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- name: answer
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dtype: string
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- name: candidates
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dtype: string
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- name: source
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dtype: string
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splits:
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- name: mini
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num_bytes: 611241
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num_examples: 2012
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- name: full
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num_bytes: 783157
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num_examples: 2766
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download_size: 254438
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dataset_size: 1394398
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configs:
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- config_name: human_object_interactions
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data_files:
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- split: mini
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path: human_object_interactions/mini-*
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- split: full
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path: human_object_interactions/full-*
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- config_name: intuitive_physics
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data_files:
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- split: mini
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path: intuitive_physics/mini-*
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- split: full
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path: intuitive_physics/full-*
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- config_name: robot_object_interactions
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data_files:
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- split: mini
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path: robot_object_interactions/mini-*
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- split: full
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path: robot_object_interactions/full-*
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- config_name: temporal_reasoning
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data_files:
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- split: mini
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path: temporal_reasoning/mini-*
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- split: full
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path: temporal_reasoning/full-*
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task_categories:
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- question-answering
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- video-text-to-text
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language:
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- en
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size_categories:
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- 10K<n<100K
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---
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# Minimal Video Pairs
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A shortcut-aware benchmark for spatio-temporal and intuitive physics video understanding (VideoQA) using minimally different video pairs.
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- [Github](https://github.com/facebookresearch/minimal_video_pairs)
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<p align="center">
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<img src="overview.png" width="75%" alt="Overview"/>
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</p>
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For legal reasons, we are unable to upload the videos directly to Huggingface. However, we provide scripts in this repository for downloading the videos in our github repository. Our benchmark is built on top of videos source from 9 domains:
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| Subset | Data sources |
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| --- | --- |
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| Human object interactions | [PerceptionTest](https://github.com/google-deepmind/perception_test), [SomethingSomethingV2](https://www.qualcomm.com/developer/software/something-something-v-2-dataset) |
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| Robot object interactions | [Language Table](https://github.com/google-research/language-table) |
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| Intuitive Physics and collisions | [IntPhys](https://intphys.cognitive-ml.fr/), [InfLevel](https://github.com/allenai/inflevel), [GRASP](https://github.com/i-machine-think/grasp), [CLEVRER](http://clevrer.csail.mit.edu/) |
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| Temporal Reasoning | [STAR](https://bobbywu.com/STAR/), [Vinoground](https://vinoground.github.io/) |
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## Run evaluation
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To enable reproducible evaluation, we utilize the [lmms-eval](https://github.com/EvolvingLMMs-Lab/lmms-eval) library. We have provided the task files you need to run `mvp` and `mvp_mini`. `mvp_mini` is essentially a smaller, balanced evaluation set with 9k examples for enabling faster evaluations.
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Please follow the instructions on our [Github repository](https://github.com/facebookresearch/minimal_video_pairs) for running reproducible evals.
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## Leaderboard
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We also release our [Physical Reasoning Leaderboard](https://huggingface.co/spaces/facebook/physical_reasoning_leaderboard), where you can submit your model outputs for this dataset. Use the `data_name` as `mvp` and `mvp_mini` for submissions against `full` and `mini` split respectvely.
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## Citation and acknowledgements
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We are grateful to the datasets listed above for utilizing their videos to create this benchmark.
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Please cite us if you use the benchmark or any other part of the paper:
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| 164 |
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```bibtex
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| 165 |
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@article{krojer2025shortcut,
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title={A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs}
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author={Benno Krojer and Mojtaba Komeili and Candace Ross and Quentin Garrido and Koustuv Sinha and Nicolas Ballas and Mahmoud Assran},
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journal={arXiv},
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year={2025}
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}
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```
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human_object_interactions/full-00000-of-00001.parquet
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human_object_interactions/mini-00000-of-00001.parquet
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intuitive_physics/full-00000-of-00001.parquet
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intuitive_physics/mini-00000-of-00001.parquet
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robot_object_interactions/full-00000-of-00001.parquet
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temporal_reasoning/full-00000-of-00001.parquet
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temporal_reasoning/mini-00000-of-00001.parquet
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videos/clevrer.zip
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videos/grasp.zip
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videos/inflevel.zip
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videos/intphys.zip
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videos/language_table.zip
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videos/pt.zip
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videos/ssv2.zip
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videos/star.zip
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| 2 |
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oid sha256:d4ce44eb8d74f4012784170215e67d8d3f656f333b3385392b30513cc64af959
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| 3 |
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size 1063739416
|
videos/vinoground.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:21c54bdcff11f611fff67e9c28f5569e3e31570c3d4784b2cdacee4fcfe61ccb
|
| 3 |
+
size 631090472
|