3D Human Pose and Shape Estimation on EMDB Protocol 1 24 joints
45.7PA-MPJPEVIMO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIMO2024.03 | 45.7 | 74.4 | 86.6 | 4.9 | |
| HMR2.0(ft)description=finetuned transformer decoder baseline2024.03 | 49.7 | 82.7 | 95.3 | 20.5 | |
| WHAM (ViT)Processing=temporal2024.03 | 50.4 | 79.7 | 94.4 | 5.3 | |
| WHAM (ViT)Backbone=ViT, Estimation type=temporal, Trained on 3DPW=true2023.12 | 50.4 | 79.7 | 94.4 | 5.3 | |
| WHAM (HR)Backbone=HRNet, Estimation type=temporal, Trained on 3DPW=true2023.12 | 57.1 | 85.7 | 103.2 | 5.6 | |
| WHAM (Res)Backbone=ResNet, Estimation type=temporal, Trained on 3DPW=true2023.12 | 57.8 | 84 | 99.7 | 5.2 | |
| ReFitProcessing=per-frame2024.03 | 58.6 | 88 | 104.5 | 20.7 | |
| ReFitEstimation type=per-frame, Trained on 3DPW=true2023.12 | 58.6 | 88 | 104.5 | 20.7 | |
| HMR2.0Processing=per-frame2024.03 | 60.7 | 98.3 | 120.8 | 19.9 | |
| HMR2.0Estimation type=per-frame2023.12 | 60.7 | 98.3 | 120.8 | 19.9 | |
| HybrIKProcessing=per-frame2024.03 | 65.6 | 103 | 122.2 | — | |
| HybrIKEstimation type=per-frame, Trained on 3DPW=true2023.12 | 65.6 | 103 | 122.2 | — | |
| CLIFFProcessing=per-frame2024.03 | 68.3 | 103.3 | 123.7 | 24.5 | |
| CLIFFEstimation type=per-frame, Trained on 3DPW=true2023.12 | 68.3 | 103.5 | 123.7 | 24.5 | |
| SLAHMREstimation type=temporal2023.12 | 69.7 | 93.7 | 111.3 | 7.1 | |
| TRACEProcessing=temporal2024.03 | 71.5 | 110 | 129.6 | 25.5 | |
| TRACEEstimation type=temporal, Trained on 3DPW=true2023.12 | 71.5 | 110 | 129.6 | 25.5 | |
| PAREProcessing=per-frame2024.03 | 72.2 | 113.9 | 133.2 | — | |
| PAREEstimation type=per-frame, Trained on 3DPW=true2023.12 | 72.2 | 113.9 | 133.2 | — | |
| GLAMRProcessing=temporal2024.03 | 73.8 | 113.8 | 134.9 | 33 | |
| GLAMREstimation type=temporal2023.12 | 73.8 | 113.8 | 134.9 | 33 | |
| GLOTProcessing=temporal2024.03 | 79.1 | 119.9 | 140.8 | 5.4 | |
| GLoTEstimation type=temporal, Trained on 3DPW=true2023.12 | 79.1 | 119.9 | 140.8 | 5.4 | |
| TCMRProcessing=temporal2024.03 | 79.8 | 127.7 | 150.2 | 5.3 | |
| TCMREstimation type=temporal, Trained on 3DPW=true2023.12 | 79.8 | 127.7 | 150.2 | 5.3 | |
| MPS-NetProcessing=temporal2024.03 | 81.4 | 123.3 | 143.9 | 6.2 | |
| MPS-NetEstimation type=temporal, Trained on 3DPW=true2023.12 | 81.4 | 123.3 | 143.9 | 6.2 | |
| VIBEProcessing=temporal2024.03 | 81.6 | 126.1 | 149.9 | 26.5 | |
| VIBEEstimation type=temporal, Trained on 3DPW=true2023.12 | 81.6 | 126.1 | 149.9 | 26.5 | |
| SPINProcessing=per-frame2024.03 | 87.1 | 140.7 | 166.1 | 41.3 | |
| SPINEstimation type=per-frame2023.12 | 87.1 | 140.7 | 166.1 | 41.3 |