3D Human Pose Estimation on HumanEva (Walk/Jog Sequences)
9.4Walk S1 ErrorLiftformer
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LiftformerProtocol=2, Receptive Field=27, Input Source=GT2020.09 | 9.4 | 6.7 | 16.4 | 14 | 7.6 | 8.8 | 10.5 | |
| Cheng et al. arXiv'20Protocol=22020.09 | 10.6 | 11.8 | 19.3 | 15.8 | 11.5 | 12.2 | 13.5 | |
| LiftformerProtocol=2, Receptive Field=81, Input Source=GT2020.09 | 10.6 | 7.3 | 15.4 | 15.4 | 7.9 | 9 | 11 | |
| Cheng et al. ICCV'19Protocol=22020.09 | 11.7 | 10.1 | 22.8 | 18.7 | 11.4 | 11 | 14.3 | |
| LiftformerProtocol=2, Receptive Field=243, Input Source=GT2020.09 | 12 | 7.6 | 18.1 | 18.1 | 8.8 | 8.9 | 12.3 | |
| KTPFormerinput_frames=272024.03 | 12.3 | 11.5 | 19.5 | 20.9 | 13.1 | 14.5 | 15.3 | |
| Liu et al.Protocol=22020.09 | 13.1 | 9.8 | 26.8 | 16.9 | 12.8 | 13.3 | 15.4 | |
| TCNinput_frames=812024.03 | 13.1 | 10.1 | 39.8 | 20.7 | 13.9 | 15.6 | 18.9 | |
| Zhou et al.Protocol=22020.09 | 13.5 | 9.9 | 17.1 | 24.5 | 14.8 | 14.4 | 15.2 | |
| Pavllo et al.Protocol=22020.09 | 13.9 | 10.2 | 46.6 | 20.9 | 13.1 | 13.8 | 14.4 | |
| LiftformerProtocol=2, Receptive Field=27, Input Source=MRCNN2020.09 | 14 | 9.3 | 46.6 | 20.1 | 12.6 | 12.8 | 13.8 | |
| LiftformerProtocol=2, Receptive Field=81, Input Source=MRCNN2020.09 | 14.8 | 10.1 | 47.5 | 23.8 | 13.5 | 14 | 15.2 | |
| HSTFormerInput length (T)=432023.01 | 15.4 | 12 | 33.2 | 25.5 | 16.5 | 18.4 | 20.2 | |
| PoseFormerInput length (T)=432023.01 | 16.3 | 11 | 45.7 | 25 | 15.2 | 15.1 | 21.6 | |
| PoseFormerinput_frames=432024.03 | 16.3 | 11 | 47.1 | 25 | 15.2 | 15.1 | 21.6 | |
| KTPFormerinput_frames=432024.03 | 16.5 | 13.9 | 19.9 | 25.3 | 15.9 | 16.5 | 18 | |
| HSTFormerInput length (T)=92023.01 | 16.7 | 14.3 | 34.2 | 25.9 | 18.1 | 19.4 | 21.4 | |
| LiftformerProtocol=2, Receptive Field=243, Input Source=MRCNN2020.09 | 17.6 | 11.1 | 48.1 | 30 | 14.6 | 15 | 25.7 | |
| Lee et al.Protocol=22020.09 | 18.6 | 19.9 | 30.5 | 25.7 | 16.8 | 17.7 | 21.5 | |
| Martinez et al.Protocol=22020.09 | 19.7 | 17.4 | 46.8 | 26.9 | 18.2 | 18.6 | 24.6 | |
| Martinez et al.Supervision=supervised2021.08 | 19.7 | 17.4 | 46.8 | 26.9 | 18.2 | 18.6 | 24.6 | |
| MixSTEInput length (T)=432023.01 | 20.3 | 22.4 | 34.8 | 27.3 | 32.1 | 34.3 | 28.5 | |
| MixSTEinput_frames=432024.03 | 20.3 | 22.4 | 34.8 | 27.3 | 32.1 | 34.3 | 28.5 | |
| MHFormerInput length (T)=43, Retrained using default setting=true2023.01 | 20.6 | 14.6 | 32.7 | 34.1 | 20.6 | 23.8 | 24.4 | |
| Pavlakos et al.Supervision=supervised2021.08 | 22.1 | 21.9 | 29 | 29.8 | 23.6 | 26 | 25.5 | |
| Pavlakos et al.Protocol=22020.09 | 22.3 | 19.5 | 29.7 | 28.9 | 21.9 | 23.8 | 24.4 | |
| Yasin et al.Supervision=supervised2021.08 | 35.8 | 32.4 | 41.6 | 46.6 | 41.4 | 35.4 | 38.9 | |
| Kostrikov et al.Supervision=supervised2021.08 | 44 | 30.9 | 41.7 | 57.2 | 35 | 33.3 | 40.3 | |
| Ours (self-supervised)Supervision=self-supervised2021.08 | 59.2 | 60.3 | 52.2 | 38.2 | 61.7 | 81.3 | 58.9 | |
| Simo-Serra et al.Supervision=supervised2021.08 | 65.1 | 48.6 | 73.5 | 74.2 | 46.6 | 32.2 | 56.7 | |
| Wang et al.Supervision=supervised2021.08 | 71.9 | 75.7 | 85.3 | 62.6 | 77.7 | 54.4 | 71.3 | |
| Radwan et al.Supervision=supervised2021.08 | 75.1 | 99.8 | 93.8 | 79.2 | 89.8 | 99.4 | 89.5 |