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license: cc-by-4.0 |
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--- |
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# Data for PAPER [How Far is Video Generation from World Model: A Physical Law Perspective](https://huggingface.co/papers/2411.02385) |
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Project page: https://phyworld.github.io/ |
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## Download Data |
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| Data Type | Train Data (30K/300K/3M) | Eval Data | Description | |
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|----------------------|-------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------| |
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| **Uniform Motion** | [30K](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/uniform_motion_30K.hdf5), [300K](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/uniform_motion_300K.hdf5), [3M](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/uniform_motion_3M.hdf5) | [Eval](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/uniform_motion_eval.hdf5) | Eval data includes both in-distribution and out-of-distribution data | |
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| **Parabola** | [30K](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/parabola_30K.hdf5), [300K](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/parabola_300K.hdf5), [3M](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/parabola_3M.hdf5) | [Eval](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/parabola_eval.hdf5) | - | |
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| **Collision** | [30K](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/collision_30K.hdf5), [300K](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/collision_300K.hdf5), [3M](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/collision_3M.hdf5) | [Eval](https://huggingface.co/datasets/magicr/phyworld/blob/main/id_ood_data/collision_eval.hdf5) | - | - | - | |
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| **Combinatorial Data** | [In-template 6M templates00:59](https://huggingface.co/datasets/magicr/phyworld/tree/main/combinatorial_data) | [Out-of-template](https://huggingface.co/datasets/magicr/phyworld/blob/main/combinatorial_data/combinatorial_out_of_template_eval_1K.hdf5) | In-template-6M includes train data (0:990 videos in each train template) and in-template eval data (990:1000 videos in each train template). Out-template refers to eval data from reserved 10 templates (templates60:69). | |
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## Citation |
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``` |
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@article{kang2024how, |
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title={How Far is Video Generation from World Model? -- A Physical Law Perspective}, |
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author={Kang, Bingyi and Yue, Yang and Lu, Rui and Lin, Zhijie and Zhao, Yang, and Wang, Kaixin and Gao, Huang and Feng Jiashi}, |
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journal={arXiv preprint arXiv:2406.16860}, |
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year={2024} |
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} |
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``` |
