Human Pose Estimation on HuPR dataset
0.6227MAJPE (Error)HuprModel
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HuprModelInput=PPPR, Size=370.6M2025.12 | 0.6227 | — | — | — | — | — | — | — | — | — | — | — | 0.5364 | |
| HuprModelInput=PPPR-Heatmap, Size=524.9M2025.12 | 0.6321 | — | — | — | — | — | — | — | — | — | — | — | 0.5557 | |
| PoseformerV2Input=PPPR, Size=112.0M2025.12 | 0.6334 | — | — | — | — | — | — | — | — | — | — | — | 0.5487 | |
| HuprModelInput=Heatmap, Size=524.9M2025.12 | 0.6537 | — | — | — | — | — | — | — | — | — | — | — | 0.5811 | |
| mmDiffInput=PPPR, Size=91.2M2025.12 | 0.7095 | — | — | — | — | — | — | — | — | — | — | — | 0.6244 | |
| RETRInput=PPPR, Size=12.9M2025.12 | 0.7374 | — | — | — | — | — | — | — | — | — | — | — | 0.677 | |
| mmDiffInput=PPPR-PC, Size=87.2M2025.12 | 0.7398 | — | — | — | — | — | — | — | — | — | — | — | 0.6911 | |
| mmDiffInput=PC, Size=362.8M2025.12 | 0.7554 | — | — | — | — | — | — | — | — | — | — | — | 0.7002 | |
| RETRInput=PPPR-Heatmap, Size=76.9M2025.12 | 0.759 | — | — | — | — | — | — | — | — | — | — | — | 0.7084 | |
| RETRInput=Heatmap, Size=76.9M2025.12 | 0.7809 | — | — | — | — | — | — | — | — | — | — | — | 0.7254 | |
| HuPRMACs=68.6 G, Params=35.5 M, Mem=339.7 MB2025.12 | — | 0.775 | 0.819 | 0.703 | 0.455 | 0.223 | 0.881 | 0.822 | 0.731 | 0.634 | 0.97 | 0.74 | — | |
| milliMambaMACs=34.4 G, Params=4.0 M, Mem=224.1 MB2025.12 | — | 0.9 | 0.918 | 0.832 | 0.752 | 0.595 | 0.943 | 0.936 | 0.893 | 0.84 | 0.985 | 0.949 | — | |
| mmPoseMACs=85.5 M, Params=15.0 M, Mem=67.2 MB2025.12 | — | 0.561 | 0.609 | 0.406 | 0.249 | 0.142 | 0.632 | 0.586 | 0.561 | 0.414 | 0.794 | 0.383 | — | |
| TransHuPRMACs=5.8 G, Params=5.3 M, Mem=230.8 MB2025.12 | — | 0.771 | 0.786 | 0.632 | 0.556 | 0.449 | 0.845 | 0.836 | 0.8 | 0.694 | 0.951 | 0.799 | — |