Table 3 Quantitative results in P-MPJPE(mm) on Human3.6M under Protocol 2. Other demonstrations are same to TableĀ 2.
From: Dual chain dynamic hypergraph convolution network for 3D human pose estimation
Method | Dire | Disc | Eat | Greet | Phone | Photo | Pose | Purch | Sit | SitD | Smoke | Wait | WalkD | Walk | WalkT | Avg |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Martinez et al.6 | 39.5 | 43.2 | 46.4 | 47.0 | 51.0 | 56.0 | 41.4 | 40.6 | 56.5 | 69.4 | 49.2 | 45.0 | 49.5 | 38.0 | 43.1 | 47.7 |
Pavlakos et al.1 | 34.7 | 39.8 | 41.8 | 38.6 | 42.5 | 47.5 | 38.0 | 36.6 | 50.7 | 56.8 | 42.6 | 39.6 | 43.9 | 32.1 | 36.5 | 41.8 |
Fang et al.43 | 38.2 | 41.7 | 43.7 | 44.9 | 48.5 | 55.3 | 40.2 | 38.2 | 54.5 | 64.4 | 47.2 | 44.3 | 47.3 | 36.7 | 41.7 | 45.7 |
Ci et al.5 | 36.9 | 41.6 | 38.0 | 41.0 | 41.9 | 51.1 | 38.2 | 37.6 | 49.1 | 62.1 | 43.1 | 39.9 | 43.5 | 32.2 | 37.0 | 42.2 |
Liu et al.12 | 35.9 | 40.0 | 38.0 | 41.5 | 42.5 | 51.4 | 37.8 | 36.0 | 48.6 | 56.6 | 41.8 | 38.3 | 42.7 | 31.7 | 36.2 | 41.2 |
Li et al.14 | 35.8 | 39.7 | 36.3 | 40.6 | 40.2 | 45.9 | 36.8 | 35.8 | 47.3 | 53.7 | 40.7 | 36.4 | 43.1 | 29.8 | 32.8 | 39.6 |
Zhang et al.40 | 35.7 | 39.7 | 38.5 | 40.9 | 41.6 | 46.1 | 36.3 | 36.5 | 49.1 | 55.2 | 41.6 | 36.6 | 43.5 | 31.2 | 34.4 | 40.5 |
Ji et al.41 | 37.1 | 42.3 | 42.7 | 42.3 | 44.9 | 54.4 | 38.1 | 38.4 | 53.4 | 61.0 | 43.9 | 39.7 | 45.4 | 32.9 | 37.8 | 42.9 |
Ours(8SPb) | 37.0 | 42.1 | 42.0 | 40.8 | 44.4 | 36.9 | 37.9 | 51.3 | 68.3 | 45.4 | 54.9 | 41.2 | 32.1 | 45.6 | 36.6 | 43.8 |
Martinez et al.6(GT) | ā | ā | ā | ā | ā | ā | ā | ā | ā | ā | ā | ā | ā | ā | ā | 37.1 |
Ci et al.5(GT) | 24.6 | 28.6 | 24.0 | 27.9 | 27.1 | 31.0 | 28.0 | 25.0 | 31.2 | 35.1 | 27.6 | 28.0 | 29.1 | 24.3 | 26.9 | 27.9 |
Zhang et al.40 | 23.4 | 29.1 | 24.7 | 26.2 | 26.3 | 31.1 | 28.8 | 24.3 | 30.7 | 37.7 | 27.2 | 28.6 | 29.1 | 23.4 | 24.0 | 27.6 |
Xie et al.13(GT) | 31.3 | 37.9 | 28.4 | 32.1 | 34.2 | 40.6 | 35.8 | 31.2 | 35.4 | 42.9 | 34.4 | 34.6 | 34.3 | 25.8 | 27.7 | 33.8 |
Ours(4SPb)(GT) | 23.5 | 29.1 | 27.4 | 27.2 | 29.1 | 28.2 | 25.3 | 37.1 | 45.5 | 30.5 | 32.5 | 29.8 | 24.5 | 30.6 | 23.5 | 29.6 |
Ours(8SPb)(GT) | 23.2 | 28.4 | 24.6 | 26.6 | 26.5 | 26.8 | 23.8 | 34.6 | 44.6 | 28.9 | 32.7 | 28.1 | 22.4 | 29.6 | 21.9 | 28.1 |