3D Human Pose Estimation on Human3.6M Protocol-III (test)
56.3Discussion Error (MPJPE)Sanzari et al.
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sanzari et al.Protocol=III2017.05 | 56.3 | 48.8 | 96 | 84.8 | 96.5 | 105.6 | 66.3 | 107.4 | 116.9 | 129.6 | 97.8 | 65.9 | 130.5 | 92.6 | 102.2 | 93.2 | — | |
| Pose Grammar (Ours)Data Augmentation=true, virtual camera views=62017.10 | 57.8 | 57.5 | 81.6 | 68.8 | 75.1 | 85.8 | 61.6 | 70.4 | 95.8 | 106.9 | 68.5 | 70.4 | 73.8 | 58.5 | 59.6 | 72.8 | — | |
| Martinez et al.2017.10 | 68.8 | 65.7 | 92.6 | 79.9 | 84.5 | 100.4 | 72.3 | 88.2 | 109.5 | 130.8 | 76.9 | 81.4 | 85.5 | 69.1 | 68.2 | 84.9 | — | |
| Zhou et al.2017.10 | 70.7 | 61.4 | 62.2 | 76.9 | 71 | 81.2 | 67.3 | 71.6 | 96.7 | 126.1 | 68.1 | 76.7 | 63.3 | 72.1 | 68.9 | 75.6 | — | |
| Tome et al.Protocol=III2017.05 | 73.5 | 65 | 76.8 | 86.4 | 86.3 | 110.7 | 68.9 | 74.8 | 110.2 | 173.9 | 85 | 85.8 | 86.3 | 71.4 | 73.1 | 88.4 | — | |
| Moreno-NoguerProtocol=III2017.05 | 80.2 | 69.5 | 78.2 | 87 | 100.8 | 102.7 | 76 | 69.7 | 104.7 | 113.9 | 89.7 | 98.5 | 82.4 | 79.2 | 77.2 | 87.3 | — | |
| Pavlakos et al.2017.10 | 85.2 | 79.2 | 78.3 | 89.9 | 86.3 | 87.9 | 75.8 | 81.8 | 106.4 | 137.6 | 86.2 | 92.3 | 72.9 | 82.3 | 77.5 | 88.6 | — | |
| Chen & RamananProtocol=III2017.05 | 97.6 | 89.9 | 90 | 107.9 | 107.3 | 139.2 | 93.6 | 136.1 | 133.1 | 240.1 | 106.7 | 106.2 | 114.1 | 87 | 90.6 | 114.2 | 93.1 | |
| Dual-Source ApproachProtocol=III, Train/Test same activity=false2017.05 | 98.4 | 90.9 | 98.2 | 118.3 | 118 | 130.5 | 95.9 | 112.1 | 146.1 | 150.1 | 112.4 | 113.5 | 109.2 | 89.1 | 88.4 | 111.8 | 95.3 | |
| Zhou et al.Protocol=III, Train/Test same activity=false, Citation ID=[64]2017.05 | 102.4 | 91.8 | 97 | 98.8 | 113.4 | 125.2 | 90 | 93.9 | 132.2 | 159 | 106.9 | 94.4 | 126.1 | 79 | 99 | 107.3 | — | |
| Bruce et al.2017.10 | 103.6 | 103.9 | 101.1 | 111 | 118.6 | 105.2 | 105.1 | 133.5 | 150.9 | 113.5 | 117.7 | 108.1 | 100.3 | 103.8 | 104.4 | 112.1 | — | |
| Dual-Source ApproachProtocol=III, Train/Test same activity=true2017.05 | 107.4 | 97 | 97.2 | 128.9 | 126.2 | 137 | 102.5 | 116.5 | 149.3 | 155.4 | 111.4 | 128.4 | 115.9 | 84.2 | 90.8 | 117.1 | 98.5 | |
| Tekin et al.Protocol=III, Train/Test same activity=true, Citation ID=[53]2017.05 | 108.8 | 85 | 84.4 | 98.9 | 119.4 | 95.7 | 98.5 | 93.8 | 73.8 | 170.4 | 85.1 | 116.9 | 113.7 | 62.1 | 94.8 | 100.1 | — | |
| Zhou et al.Protocol=III, Train/Test same activity=true, Citation ID=[66]2017.05 | 109.3 | 87.4 | 87.1 | 103.2 | 116.2 | 143.3 | 106.9 | 99.8 | 124.5 | 199.2 | 107.4 | 118.1 | 114.2 | 79.4 | 97.7 | 113 | — | |
| Du et al.Protocol=III, Train/Test same activity=true2017.05 | 112.7 | 85.1 | 104.9 | 122.1 | 139.1 | 135.9 | 105.9 | 166.2 | 117.5 | 226.9 | 120 | 117.7 | 137.4 | 99.3 | 106.5 | 126.5 | — | |
| Tekin et al.Protocol=III, Train/Test same activity=true, Citation ID=[52]2017.05 | 129.1 | — | 91.4 | 121.7 | — | 162.2 | — | — | — | — | — | — | 130.5 | 65.8 | — | — | — | |
| Li et al.Protocol=III, Train/Test same activity=true2017.05 | 136.9 | — | 96.9 | 124.7 | — | 168.7 | — | — | — | — | — | — | 132.2 | 70 | — | — | — | |
| Dual-Source ApproachProtocol=III, Training Data Source=MoCap from CMU dataset2017.05 | 148 | 139.4 | 148.3 | 165.2 | 161.7 | 170.1 | 138.6 | 168.2 | 168.5 | 186.7 | 154.8 | 154.4 | 163.7 | 140.9 | 160.3 | 157.3 | 141.7 | |
| Tekin et al.Protocol=III, Train/Test same activity=true, Citation ID=[54]2017.05 | 158.5 | 102.4 | 88 | 126.8 | 118.4 | 185 | 114.7 | 107.6 | 136.2 | 205.7 | 118.2 | 146.7 | 128.1 | 65.9 | 77.2 | 125.3 | — | |
| LinKDEProtocol=III, Train/Test same activity=true2017.05 | 183.6 | 132.7 | 132.4 | 164.4 | 162.1 | 205.9 | 150.6 | 171.3 | 151.6 | 243 | 162.1 | 170.7 | 177.1 | 96.6 | 127.9 | 162.1 | — |