Table 1.
Comparisons of MAE on 4 representative activities from the Human3.6M dataset, which are calculated by converting the predicted position into angle space. The best result is in boldface, and the second is underlined.
| Motion | Walking | Eating | Smoking | Discussion | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Milliseconds | 80 | 160 | 400 | 1,000 | 80 | 160 | 400 | 1,000 | 80 | 160 | 400 | 1,000 | 80 | 160 | 400 | 1,000 |
| DMGNN [10] | 0.18 | 0.31 | 0.58 | 0.75 | 0.17 | 0.30 | 0.59 | 1.14 | 0.21 | 0.39 | 0.77 | 1.52 | 0.26 | 0.65 | 0.99 | 1.45 |
| LTD [9] | 0.18 | 0.31 | 0.56 | 0.79 | 0.16 | 0.29 | 0.62 | 1.05 | 0.22 | 0.41 | 0.80 | 1.23 | 0.20 | 0.77 | 0.85 | 1.57 |
| MSR [43] | 0.16 | 0.29 | 0.57 | 0.71 | 0.16 | 0.27 | 0.64 | 1.17 | 0.20 | 0.38 | 0.82 | 1.17 | 0.19 | 0.53 | 0.83 | 1.55 |
| PGBIG [3] | 0.18 | 0.31 | 0.49 | 0.79 | 0.16 | 0.29 | 0.50 | 1.05 | 0.22 | 0.41 | 0.86 | 1.23 | 0.20 | 0.51 | 0.85 | 1.57 |
| H-DHGCN | 0.15 | 0.27 | 0.50 | 0.67 | 0.15 | 0.25 | 0.57 | 1.09 | 0.20 | 0.36 | 0.75 | 1.16 | 0.19 | 0.49 | 0.81 | 1.42 |