Table 2 Quantitative results in MPJPE(mm) between the estimated pose and the GT on Human3.6M under Protocol 1. We show the results using the 2D Pose detector as the input under Configuration 1 (above the middle line) and the 2D GT as the input under Configuration 2 (below). The top two best methods of each action are highlighted in bold and underlined respectively.
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Luvizon et al.38 | 49.2 | 51.6 | 47.6 | 50.5 | 51.8 | 60.3 | 48.5 | 51.7 | 61.5 | 70.9 | 53.7 | 48.9 | 57.9 | 44.4 | 48.9 | 53.2 |
Zhao et al.3 | 47.3 | 60.7 | 51.4 | 60.5 | 61.1 | 49.9 | 47.3 | 68.1 | 86.2 | 55.0 | 67.8 | 61.0 | 42.1 | 60.6 | 45.3 | 57.6 |
Wang et al.39 | 44.7 | 48.9 | 47.0 | 49.0 | 56.4 | 67.7 | 48.7 | 47.0 | 63.0 | 78.1 | 51.1 | 50.1 | 54.5 | 40.1 | 43.0 | 52.6 |
Ci et al.5 | 46.8 | 52.3 | 44.7 | 50.4 | 52.9 | 68.9 | 49.6 | 46.4 | 60.2 | 78.9 | 51.2 | 50.0 | 54.8 | 40.4 | 43.3 | 52.7 |
Liu et al.12 | 46.3 | 52.2 | 47.3 | 50.7 | 55.5 | 67.1 | 49.2 | 46.0 | 60.4 | 71.1 | 51.5 | 50.1 | 54.5 | 40.3 | 43.7 | 52.4 |
Xu et al.8 | 45.2 | 49.9 | 47.5 | 50.9 | 54.9 | 66.1 | 48.5 | 46.3 | 59.7 | 71.5 | 51.4 | 48.6 | 53.9 | 39.9 | 44.1 | 51.9 |
Zhao et al.11 | 45.2 | 50.8 | 48.0 | 50.0 | 54.9 | 65.0 | 48.2 | 47.1 | 60.2 | 70.0 | 51.6 | 48.7 | 54.1 | 39.7 | 43.1 | 51.8 |
Li et al.14 | 47.8 | 52.5 | 47.7 | 50.5 | 53.9 | 60.7 | 49.5 | 49.4 | 60.0 | 66.3 | 51.8 | 48.8 | 55.2 | 40.5 | 42.6 | 51.8 |
Zhang et al.40 | 45.4 | 51.4 | 49.8 | 50.3 | 55.0 | 60.8 | 47.9 | 48.4 | 61.0 | 70.7 | 52.7 | 48.9 | 55.2 | 40.1 | 41.9 | 52.0 |
Ji et al.41 | 47.1 | 53.8 | 53.4 | 53.1 | 57.8 | 71.9 | 50.5 | 50.1 | 66.1 | 77 | 54.5 | 51.8 | 56.2 | 41.1 | 44.8 | 54.2 |
Xie et al.13 | 45.9 | 51.6 | 49.6 | 50.3 | 53.9 | 65.0 | 48.2 | 46.6 | 59.3 | 69.2 | 52.0 | 48.8 | 54.4 | 38.8 | 42.4 | 51.7 |
Ours(8SPb) | 44.3 | 50.3 | 50.0 | 48.5 | 53.9 | 46.5 | 45.6 | 59.7 | 83.9 | 52.8 | 71.7 | 50.1 | 39.3 | 53.1 | 41.9 | 52.8 |
Martinez et al.6 (GT) | 37.7 | 44.4 | 40.3 | 42.1 | 48.2 | 54.9 | 44.4 | 42.1 | 54.6 | 58.0 | 45.1 | 46.4 | 47.6 | 36.4 | 40.4 | 45.5 |
Zhao et al.3(GT) | 37.8 | 49.4 | 37.6 | 40.9 | 45.1 | 41.4 | 40.1 | 48.3 | 50.1 | 42.2 | 53.5 | 44.3 | 40.5 | 47.3 | 39.0 | 43.8 |
Ci et al.5(GT) | 36.3 | 38.8 | 29.7 | 37.8 | 34.6 | 42.5 | 39.8 | 32.5 | 36.2 | 39.5 | 34.4 | 38.4 | 38.2 | 31.3 | 34.2 | 36.3 |
Liu et al.12(GT) | 36.8 | 40.3 | 33.0 | 36.3 | 37.5 | 45.0 | 39.7 | 34.9 | 40.3 | 47.7 | 37.4 | 38.5 | 38.6 | 29.6 | 32.0 | 37.8 |
Xu et al.8(GT) | 35.8 | 38.1 | 31.0 | 35.3 | 35.8 | 43.2 | 37.3 | 31.7 | 38.4 | 45.5 | 35.4 | 36.7 | 36.8 | 27.9 | 30.7 | 35.8 |
Zhao et al.11(GT) | 32.0 | 38.0 | 30.4 | 34.4 | 34.7 | 43.3 | 35.2 | 31.4 | 38.0 | 46.2 | 34.2 | 35.7 | 36.1 | 27.4 | 30.6 | 35.2 |
Zhang et al.40(GT) | 31.1 | 37.3 | 29.9 | 32.7 | 35.0 | 40.5 | 38.3 | 32.7 | 39.4 | 48.4 | 33.6 | 37.0 | 35.7 | 27.8 | 29.5 | 35.3 |
Xie et al.13(GT) | 35.5 | 39.7 | 39.4 | 40.1 | 41.7 | 49.0 | 36.2 | 35.9 | 47.7 | 55.6 | 41.6 | 37.3 | 43.2 | 30.8 | 35.6 | 40.6 |
Ours(4SPb)(GT) | 32.7 | 37.3 | 33.0 | 33.6 | 38.0 | 35.2 | 31.2 | 43.8 | 53.8 | 37.1 | 41.7 | 36.8 | 28.0 | 35.3 | 27.6 | 36.3 |
Ours(8SPb)(GT) | 32.2 | 36.5 | 29.2 | 33.4 | 34.5 | 35.2 | 29.7 | 41.6 | 53.5 | 35.9 | 41.5 | 35.3 | 25.8 | 34.5 | 25.2 | 34.9 |
