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Published at November 29SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens
cs.CV
Released Date: November 29, 2024
Authors: Chi Su1, Xiaoxuan Ma1, Jiajun Su2, Yizhou Wang1
Aff.: 1Peking University; 2International Digital Economy Academy (IDEA)
![[Uncaptioned image]](https://arxiv.org/html/2411.19824v1/x1.png)
| Method | Res. | Time (ms) | MACs (G) | F1-Score | Precision | Recall | MPJPE | MVE | NMJE | NMVE |
|---|---|---|---|---|---|---|---|---|---|---|
| ROMP [43] | 512 | 38.7 | 43.6 | 0.91 | 0.95 | 0.88 | 108.1 | 103.4 | 118.8 | 113.6 |
| BEV [44] | 512 | 50.6 | 48.9 | 0.93 | 0.96 | 0.90 | 105.3 | 100.7 | 113.2 | 108.3 |
| PSVT [34] | 512 | - | - | 0.93 | - | - | 97.7 | 94.1 | 105.1 | 101.2 |
| AiOS [42] | 1333 | 405.2 | 314.5 | 0.94 | 0.98 | 0.90 | 63.9 | 57.5 | 68.0 | 61.2 |
| Multi-HMR [2] | 896 | 97.4 | 2075.1 | 0.93 | - | - | 82.8 | 77.6 | 89.0 | 83.4 |
| Multi-HMR [2] | 1288 | 231.7 | 6104.6 | 0.95 | 0.97 | 0.93 | 65.3 | 61.1 | 68.7 | 64.3 |
| Ours | 644∗ | 42.0 | 133.1 | 0.95 | 0.98 | 0.91 | 67.9 | 63.3 | 71.5 | 66.6 |