3D Human Pose Estimation on HumanEva-I Protocol 2 (test)
9.7P-MPJPE (Walk S1)Strided Transformer
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Strided TransformerSequence Length (T)=27, 2D Detections=GT2021.03 | 9.7 | 7.6 | 15.8 | 12.3 | 9.4 | 11.2 | 14.8 | 12.9 | 16.5 | 12.2 | |
| ATCNModel Action Type=multi-action model (MA), Protocol=Protocol 2, Number of input frames (n)=272021.03 | 13.1 | 9.8 | 26.8 | 16.9 | 12.8 | 13.3 | — | — | — | 15.4 | |
| Pavllo et al.Model Action Type=multi-action model (MA), Protocol=Protocol 22021.03 | 13.4 | 10.2 | 27.2 | 17.1 | 13.1 | 13.8 | — | — | — | 15.8 | |
| PavlloTest-time augmentation=true2019.10 | 13.9 | 10.2 | 46.6 | 20.9 | 13.1 | 13.8 | 23.8 | 33.7 | 32 | 30.8 | |
| Pavllo et al.temporal=true2021.03 | 13.9 | 10.2 | 46.6 | 20.9 | 13.1 | 13.8 | 23.8 | 33.7 | 32 | 23.1 | |
| Strided TransformerSequence Length (T)=27, 2D Detections=MRCNN2021.03 | 14 | 10 | 32.8 | 19.5 | 13.6 | 14.2 | 22.4 | 21.6 | 22.5 | 18.9 | |
| PavlloTest-time augmentation=false2019.10 | 14.1 | 10.4 | 46.8 | 21.1 | 13.3 | 14 | 23.8 | 34.5 | 32.3 | 31.1 | |
| Chirality Nets2019.10 | 15.2 | 10.3 | 47 | 21.8 | 13.1 | 13.7 | 22.8 | 31.8 | 31 | 30.6 | |
| Lee2019.10 | 18.6 | 19.9 | 30.5 | 25.7 | 16.8 | 17.7 | 42.8 | 48.1 | 53.4 | — | |
| Lee et al.Model Action Type=multi-action model (MA), Protocol=Protocol 22021.03 | 18.6 | 19.9 | 30.5 | 25.7 | 16.8 | 17.7 | — | — | — | 21.5 | |
| Lee et al.temporal=true2021.03 | 18.6 | 19.9 | 30.5 | 25.7 | 16.8 | 17.7 | 42.8 | 48.1 | 53.4 | 30.3 | |
| PavlakosRef=[41]2019.10 | 18.8 | 12.7 | 29.2 | 23.5 | 15.4 | 14.5 | — | — | — | — | |
| Martinez et al.Model Action Type=single action model (SA), Protocol=Protocol 22021.03 | 19.7 | 17.4 | 46.8 | 26.9 | 18.2 | 18.6 | — | — | — | 24.6 | |
| Martinez et al.2021.03 | 19.7 | 17.4 | 46.8 | 26.9 | 18.2 | 18.6 | — | — | — | — | |
| Pavlakos2019.10 | 22.3 | 19.5 | 29.7 | 28.9 | 21.9 | 23.8 | — | — | — | — | |
| Pavlakos et al.Model Action Type=multi-action model (MA), Protocol=Protocol 22021.03 | 22.3 | 19.5 | 29.7 | 28.9 | 21.9 | 23.8 | — | — | — | 24.35 | |
| Pavlakos et al.2021.03 | 22.3 | 19.5 | 29.7 | 28.9 | 21.9 | 23.8 | — | — | — | — |