TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos
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arXiv
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| Hauptverfasser: | , , , |
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| Format: | Preprint |
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2024
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| _version_ | 1866914933122269184 |
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| author | Wang, Yufu Wang, Ziyun Liu, Lingjie Daniilidis, Kostas |
| author_facet | Wang, Yufu Wang, Ziyun Liu, Lingjie Daniilidis, Kostas |
| contents | We propose TRAM, a two-stage method to reconstruct a human's global trajectory and motion from in-the-wild videos. TRAM robustifies SLAM to recover the camera motion in the presence of dynamic humans and uses the scene background to derive the motion scale. Using the recovered camera as a metric-scale reference frame, we introduce a video transformer model (VIMO) to regress the kinematic body motion of a human. By composing the two motions, we achieve accurate recovery of 3D humans in the world space, reducing global motion errors by a large margin from prior work. https://yufu-wang.github.io/tram4d/ |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2403_17346 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos Wang, Yufu Wang, Ziyun Liu, Lingjie Daniilidis, Kostas Computer Vision and Pattern Recognition We propose TRAM, a two-stage method to reconstruct a human's global trajectory and motion from in-the-wild videos. TRAM robustifies SLAM to recover the camera motion in the presence of dynamic humans and uses the scene background to derive the motion scale. Using the recovered camera as a metric-scale reference frame, we introduce a video transformer model (VIMO) to regress the kinematic body motion of a human. By composing the two motions, we achieve accurate recovery of 3D humans in the world space, reducing global motion errors by a large margin from prior work. https://yufu-wang.github.io/tram4d/ |
| title | TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos |
| topic | Computer Vision and Pattern Recognition |
| url | https://arxiv.org/abs/2403.17346 |