3D Human Pose Estimation on JTA (test)
99.96F1 Score @ 0.4mGT Volumetric Heatmaps
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GT Volumetric Heatmapsis_ground_truth=true2020.04 | 99.96 | 99.96 | 99.96 | 99.99 | 99.99 | 99.99 | 99.99 | 99.99 | 99.99 | |
| GT Location Mapsis_ground_truth=true2020.04 | 69.59 | 76.07 | 64.83 | 76.07 | 64.83 | 69.59 | 76.07 | 64.83 | 69.59 | |
| Integrated Top-Down and Bottom-Up Network2021.04 | 57.22 | — | — | — | — | 68.51 | — | — | 72.86 | |
| LOCO2021.04 | 50.82 | — | — | — | — | 64.76 | — | — | 70.44 | |
| LoCOVHA version=2, refinement=true2020.04 | 50.82 | 55.37 | 47.84 | 70.63 | 60.94 | 64.76 | 76.81 | 66.31 | 70.44 | |
| LoCOVHA version=2, refinement=false2020.04 | 50.13 | 54.76 | 46.94 | 70.67 | 60.48 | 64.62 | 77 | 65.92 | 70.4 | |
| LoCOVHA version=1, refinement=true2020.04 | 45.73 | 49.37 | 43.45 | 66.87 | 59.02 | 62.02 | 73.54 | 65.07 | 68.29 | |
| LoCOVHA version=3, refinement=true2020.04 | 45.36 | 49.15 | 42.84 | 67.16 | 58.45 | 61.92 | 74.39 | 64.76 | 68.57 | |
| LoCOVHA version=1, refinement=false2020.04 | 44.76 | 48.1 | 42.73 | 65.63 | 58.58 | 61.24 | 72.44 | 64.84 | 67.7 | |
| LoCOVHA version=3, refinement=false2020.04 | 44.49 | 48.18 | 41.97 | 66.96 | 58.22 | 61.77 | 74.43 | 64.71 | 68.65 | |
| [40] + [30] + [42]2021.04 | 39.14 | — | — | — | — | 47.38 | — | — | 49.03 | |
| YOLOv3 + [19]detector=YOLOv3, pose_estimator=[19]2020.04 | 39.14 | 75.88 | 28.36 | 92.85 | 34.17 | 47.38 | 96.33 | 35.33 | 49.03 | |
| Uncompr. Volumetric Heatmaps2020.04 | 24.47 | 25.37 | 24.4 | 45.4 | 43.11 | 43.51 | 55.55 | 52.44 | 53.08 | |
| Location Mapsrefinement=true2020.04 | 5.77 | 5.82 | 5.89 | 23.28 | 23.51 | 23.08 | 38.85 | 39.17 | 38.49 | |
| Location Mapsrefinement=false2020.04 | 5.42 | 5.8 | 5.33 | 24.06 | 21.65 | 22.29 | 41.43 | 36.96 | 38.26 |