3D Human Pose Estimation on 3DPW OCC (test)
48.3PA-MPJPEBoPR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BoPRBackbone=HR-W482023.03 | 48.3 | 74.6 | — | — | |
| BoPRBackbone=HR-W322023.03 | 49.5 | 81.7 | — | — | |
| MeshPoseBackbone=HRNet322024.06 | 51.81 | 89.11 | 108.15 | — | |
| PLIKSBackbone=ResNet-502022.11 | 53.2 | 86.1 | — | — | |
| PLIKS2024.06 | 53.2 | 86.1 | — | — | |
| CHOMPTotal Params=56.3M, OcMotion training=true2022.07 | 53.4 | 89.4 | — | 16.6 | |
| CHOMP (w/o OcMotion training)Total Params=56.3M, OcMotion training=false2022.07 | 54.5 | 90.1 | — | 16.6 | |
| NIKI2024.06 | 55.3 | 88.2 | 109.7 | — | |
| PAREBackbone=ResNet-50, Training Data=COCO, Human3.6M, 3DOH2021.04 | 56.6 | 90.5 | 107.9 | — | |
| PARETotal Params=32.9M, Explicitly considers occlusion=true2022.07 | 56.6 | 90.5 | — | 40.9 | |
| PARE2022.11 | 56.6 | 90.5 | — | — | |
| PARE2024.06 | 56.6 | 90.5 | 107.9 | — | |
| OOHTotal Params=33.0M, Explicitly considers occlusion=true2022.07 | 57 | 90.4 | — | 45.3 | |
| PAREBackbone=HR-W322023.03 | 57.5 | 84.9 | — | — | |
| HybrIK2024.06 | 58.8 | 90.8 | 111.9 | — | |
| SPINTraining Data=Alternative2021.04 | 60.8 | 95.6 | 121.6 | — | |
| SPIN2024.06 | 60.8 | 95.6 | 121.6 | — | |
| HMR-EFTTraining Data=COCO, Human3.6M, 3DOH2021.04 | 60.9 | 94.4 | 111.3 | — | |
| EFT2022.11 | 60.9 | 94.4 | — | — | |
| HMR-EFT2024.06 | 60.9 | 94.4 | 111.3 | — | |
| TCMRTotal Params=108.9M2022.07 | 63 | 90.3 | — | 8 | |
| MEVATotal Params=92.0M2022.07 | 63.5 | 91.4 | — | 17.8 | |
| VIBE2024.06 | 65.9 | — | — | — | |
| ROMPTotal Params=29.0M, Explicitly considers occlusion=true2022.07 | 66.5 | — | — | — | |
| ROMP2024.06 | 67.1 | — | — | — | |
| VIBETotal Params=48.3M, Image-based=true2022.07 | 69.7 | 98.3 | — | 39 | |
| SPINTotal Params=27.0M, Image-based=true2022.07 | 71.3 | 105 | — | 44.6 | |
| Zhang et al.Training Data=COCO, Human3.6M, 3DOH2021.04 | 72.2 | — | — | — | |
| DOH2022.11 | 72.2 | — | — | — | |
| DOH2024.06 | 72.2 | — | — | — | |
| CRMH2024.06 | 78.9 | — | — | — | |
| Moon et al.Joint Definition=MPI152022.07 | — | 104.3 | — | — | |
| OursJoint Definition=MPI152022.07 | — | 96.9 | — | — | |
| OursJoint Definition=MPI15, Synthetic data=Used2022.07 | — | 94.4 | — | — | |
| SMAPJoint Definition=MPI152022.07 | — | 105.2 | — | — | |
| XNectJoint Definition=MPI152022.07 | — | 124.7 | — | — |