3D Human Pose Estimation on Human3.6M 13 (test)
17.7MPJPE (mm)volumetric+
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| volumetric+Complexity (Parameters)=81M, Complexity (MACs)=360B, Pre-train=COCO+MPII, Fine-tune=H36M+MPII, Data augmentation=cube rotation, Backbone=ResNet-1522020.05 | 17.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Epipolar Transformer (ours+tri.)Complexity (Parameters)=69M, Complexity (MACs)=204B, Pre-train=COCO+MPII, Fine-tune=H36M+MPII, Backbone=ResNet-1522020.05 | 19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| algebraic w/ confComplexity (Parameters)=80M, Complexity (MACs)=210B, Pre-train=COCO+MPII, Fine-tune=H36M+MPII, Backbone=ResNet-1522020.05 | 19.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| triangulateComplexity (Parameters)=69M, Complexity (MACs)=204B, Pre-train=COCO+MPII, Fine-tune=H36M+MPII, Backbone=ResNet-1522020.05 | 22.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| algebraicComplexity (Parameters)=80M, Complexity (MACs)=210B, Pre-train=COCO+MPII, Fine-tune=H36M+MPII, Backbone=ResNet-1522020.05 | 24.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| crossview+RPSMComplexity (Parameters)=560M, Complexity (MACs)=212B, Pre-train=None, Fine-tune=H36M+MPII, Backbone=ResNet-1522020.05 | 26.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Epipolar Transformer + RPSMBackbone=ResNet-50, Resolution=256x2562020.05 | 26.9 | 25.7 | 27.7 | 23.7 | 24.8 | 26.9 | 31.4 | 24.9 | 26.5 | 28.8 | 31.7 | 28.2 | 26.4 | 23.6 | 28.3 | 23.5 | |
| crossview+tri.Complexity (Parameters)=560M, Complexity (MACs)=212B, Pre-train=None, Fine-tune=H36M+MPII, Backbone=ResNet-1522020.05 | 27.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Epipolar Transformer + TriangulationBackbone=ResNet-50, Resolution=256x256, Data Augmentation=rotation and scaling2020.05 | 30.4 | 29 | 30.6 | 27.4 | 26.4 | 31 | 31.8 | 26.4 | 28.7 | 34.2 | 42.6 | 32.4 | 29.3 | 27 | 29.3 | 25.9 | |
| crossview+RPSMComplexity (Parameters)=560M, Complexity (MACs)=212B, Pre-train=None, Fine-tune=None, Backbone=ResNet-1522020.05 | 31.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Crossview + RPSMBackbone=ResNet-152, Resolution=320x3202020.05 | 31.2 | 28.9 | 32.5 | 26.6 | 28.1 | 28.3 | 29.3 | 28 | 36.8 | 42 | 30.5 | 35.6 | 30 | 29.3 | 30 | 30.5 | |
| Epipolar Transformer + TriangulationBackbone=ResNet-50, Resolution=256x2562020.05 | 33.1 | 30.6 | 33.2 | 26.7 | 28.2 | 32.8 | 38.4 | 29.3 | 28.9 | 36.6 | 45.2 | 34.3 | 31.7 | 33.1 | 34.8 | 31.2 | |
| crossview+tri.Complexity (Parameters)=560M, Complexity (MACs)=212B, Pre-train=None, Fine-tune=None, Backbone=ResNet-1522020.05 | 38.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Crossview + TriangulationBackbone=ResNet-152, Resolution=320x3202020.05 | 38.3 | 34.8 | 35.8 | 32.7 | 33.5 | 34.4 | 38.2 | 29.7 | 60.7 | 53.1 | 35.2 | 41 | 41.6 | 31.9 | 31.4 | 34.6 | |
| Crossview + RPSMBackbone=ResNet-50, Resolution=256x2562020.05 | 41.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Crossview + TriangulationBackbone=ResNet-50, Resolution=256x2562020.05 | 45.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Simple TriangulationBackbone=ResNet-50, Resolution=256x2562020.05 | 48.7 | 38.9 | 46.1 | 36.2 | 59.7 | 46.4 | 44.7 | 44.9 | 37.7 | 51.2 | 72 | 48.2 | 61 | 46.2 | 45.7 | 52 | |
| Kadkhodamohammadi & Padoy2020.05 | 49.1 | 39.4 | 46.9 | 41 | 42.7 | 53.6 | 54.8 | 41.4 | 50 | 59.9 | 78.8 | 49.8 | 46.2 | 51.1 | 40.5 | 41 | |
| Tome et al.2020.05 | 52.8 | 43.3 | 49.6 | 42 | 48.8 | 51.1 | 64.3 | 40.3 | 43.3 | 66 | 95.2 | 50.2 | 52.2 | 51.1 | 43.9 | 45.3 | |
| Pavlakos et al.2020.05 | 56.9 | 41.2 | 49.2 | 42.8 | 43.4 | 55.6 | 46.9 | 40.3 | 63.7 | 97.6 | 119 | 52.1 | 42.7 | 51.9 | 41.8 | 39.4 | |
| Multi-View Martinez2020.05 | 57 | 46.5 | 48.6 | 54 | 51.5 | 67.5 | 70.7 | 48.5 | 49.1 | 69.8 | 79.4 | 57.8 | 53.1 | 56.7 | 42.2 | 45.4 |