How Far is Video Generation from World Model: A Physical Law Perspective
Paper • 2411.02385 • Published • 34
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Project page: https://phyworld.github.io/
| Data Type | Train Data (30K/300K/3M) | Eval Data | Description |
|---|---|---|---|
| Uniform Motion | 30K, 300K, 3M | Eval | Eval data includes both in-distribution and out-of-distribution data |
| Parabola | 30K, 300K, 3M | Eval | - |
| Collision | 30K, 300K, 3M | Eval | - |
| Combinatorial Data | In-template 6M templates00:59 | Out-of-template | 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). |
@article{kang2024how,
title={How Far is Video Generation from World Model? -- A Physical Law Perspective},
author={Kang, Bingyi and Yue, Yang and Lu, Rui and Lin, Zhijie and Zhao, Yang, and Wang, Kaixin and Gao, Huang and Feng Jiashi},
journal={arXiv preprint arXiv:2406.16860},
year={2024}
}