3D Human Pose Estimation on Human3.6M Protocol 2 (subjects 9 and 11)
31.6Avg Error (mm)Weakly Supervised Generative Network
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Weakly Supervised Generative NetworkSetting=GT+BH, MH (Multiple Hypotheses)=true, WS (Weakly Supervised)=true2020.08 | 31.6 | 26.8 | 31.2 | 26.9 | 33 | 31 | 28.7 | 31.2 | 36.6 | 46.4 | 30 | 36.9 | 30.8 | 24.7 | 31.5 | 27.2 | |
| ZhouMH (Multiple Hypotheses)=false, WS (Weakly Supervised)=false2020.08 | 32.1 | 29.1 | 34.9 | 29.9 | 32.6 | 31.2 | 27 | 33.3 | 37.6 | 45.9 | 32.2 | 32.3 | 31.5 | 22.9 | 34.5 | 25.9 | |
| TP-NetProtocol=22017.11 | 36.3 | 28 | 30.7 | 39.1 | 34.4 | 37.1 | 28.9 | 31.2 | 39.3 | 60.6 | 39.3 | 44.8 | 31.1 | 25.3 | 37.8 | 28.4 | |
| SAP-NetProtocol=22017.11 | 42.2 | 32.8 | 36.8 | 42.5 | 38.5 | 42.4 | 35.4 | 34.3 | 53.6 | 66.2 | 46.5 | 49 | 34.1 | 30 | 42.3 | 39.7 | |
| LiSetting=BH, MH (Multiple Hypotheses)=true, WS (Weakly Supervised)=false2020.08 | 42.6 | 35.5 | 39.8 | 41.3 | 42.3 | 46 | 36.9 | 37.3 | 51 | 60.6 | 44.9 | 48.9 | 40.2 | 33.1 | 44.1 | 36.9 | |
| Weakly Supervised Generative NetworkSetting=BH, MH (Multiple Hypotheses)=true, WS (Weakly Supervised)=true2020.08 | 44.3 | 38.5 | 41.7 | 39.6 | 45.2 | 45.8 | 37.8 | 42.7 | 52.4 | 62.9 | 45.3 | 46.5 | 40.9 | 38.6 | 45.3 | 38.4 | |
| MartinezMH (Multiple Hypotheses)=false, WS (Weakly Supervised)=false2020.08 | 47.7 | 39.5 | 43.2 | 46.4 | 47 | 51 | 41.4 | 40.6 | 56.5 | 69.4 | 49.2 | 56 | 45 | 38 | 49.5 | 43.1 | |
| SunProtocol=2, Citation=[34]2017.11 | 48.3 | 42.1 | 44.3 | 45 | 45.4 | 51.5 | 43.2 | 41.3 | 59.3 | 73.3 | 51 | 53 | 44 | 38.3 | 48 | 44.8 | |
| Weakly Supervised Generative NetworkSetting=ZC, MH (Multiple Hypotheses)=true, WS (Weakly Supervised)=true2020.08 | 48.7 | 42.1 | 44.7 | 45.4 | 51 | 49.3 | 41.2 | 46.2 | 57.5 | 70.8 | 48.7 | 51.5 | 44.1 | 42.1 | 50.8 | 43.7 | |
| Weakly Supervised Generative NetworkSetting=MS, MH (Multiple Hypotheses)=true, WS (Weakly Supervised)=true2020.08 | 48.7 | 41.4 | 44.3 | 44.6 | 50.2 | 49.3 | 40.1 | 46.2 | 57.7 | 72.7 | 48.7 | 51.8 | 45.4 | 43.8 | 49.6 | 43.3 | |
| ZhouProtocol=2, Citation=[43]2017.11 | 55.3 | 47.9 | 48.8 | 52.7 | 55 | 56.8 | 49 | 45.5 | 60.8 | 81.1 | 53.7 | 65.5 | 51.6 | 50.4 | 54.8 | 55.9 | |
| DroverMH (Multiple Hypotheses)=true, WS (Weakly Supervised)=true2020.08 | 64.6 | 60.2 | 60.7 | 59.2 | 65.1 | 65.5 | 59.4 | 59.4 | 69.1 | 88 | 64.8 | 63.8 | 60.8 | 63.9 | 64.9 | 65.2 | |
| WandtMH (Multiple Hypotheses)=false, WS (Weakly Supervised)=true2020.08 | 65.1 | 53 | 58.3 | 59.6 | 66.5 | 72.8 | 56.7 | 69.6 | 78.3 | 95.2 | 66.6 | 71 | 58.5 | 57.5 | 63.2 | 49.9 | |
| MorenoProtocol=2, Citation=[24]2017.11 | 76.5 | 67.4 | 63.8 | 87.2 | 73.9 | 71.5 | 69.9 | 65.1 | 71.7 | 98.6 | 81.3 | 93.3 | 74.6 | 76.5 | 77.7 | 74.6 | |
| NieProtocol=2, Citation=[39]2017.11 | 79.5 | 62.8 | 69.2 | 79.6 | 78.8 | 80.8 | 72.5 | 73.9 | 96.1 | 106.9 | 88 | 86.9 | 70.7 | 71.9 | 76.5 | 73.2 | |
| ChenProtocol=2, Citation=[7]2017.11 | 82.7 | 71.6 | 66.6 | 74.7 | 79.1 | 70.1 | 67.6 | 89.3 | 90.7 | 195.6 | 83.5 | 93.3 | 71.2 | 55.7 | 85.9 | 62.5 | |
| RogezProtocol=2, Citation=[29]2017.11 | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TungMH (Multiple Hypotheses)=true, WS (Weakly Supervised)=false2020.08 | 97.2 | 77.6 | 91.4 | 89.9 | 88 | 107.3 | 75.9 | 107.5 | 124.2 | 137.8 | 102.2 | 110.1 | 90.3 | — | 78.6 | — | |
| YasinProtocol=2, Citation=[40]2017.11 | 108.3 | 88.4 | 72.5 | 108.5 | 110.2 | 97.1 | 91.6 | 107.2 | 119 | 170.8 | 108.2 | 142.5 | 86.9 | 92.1 | 165.7 | 102 |