6DoF Face Pose Estimation on BIWI 13,219 images
3.05Yaw Error (Degrees)TriNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TriNet2022.05 | 3.05 | 4.76 | 4.11 | 3.97 | — | — | — | — | — | |
| PerspNet (ours)2022.05 | 3.1 | 3.37 | 2.38 | 2.95 | 4.15 | 6.43 | 46.69 | 19.09 | 100.09 | |
| PerspNet w/o PEPosition Encoding=False2022.05 | 3.63 | 3.81 | 3.48 | 3.64 | 6.03 | 9.11 | 77.87 | 31 | 142.2 | |
| PerspNet w/o LMLM Loss=False2022.05 | 3.67 | 3.52 | 3.26 | 3.48 | 5.57 | 8.53 | 75.23 | 29.78 | 136.16 | |
| QuatNet2022.05 | 4.01 | 5.49 | 2.94 | 4.15 | — | — | — | — | — | |
| RetinaFace R-50Points=5 points, Backbone=ResNet-502022.05 | 4.07 | 6.42 | 2.97 | 4.49 | — | — | — | — | — | |
| FSA-NET2022.05 | 4.56 | 5.21 | 3.07 | 4.28 | — | — | — | — | — | |
| HPE2022.05 | 4.57 | 5.18 | 3.12 | 4.29 | — | — | — | — | — | |
| img2pose2022.05 | 4.57 | 3.55 | 3.24 | 3.79 | — | — | — | — | — | |
| Hopenetalpha=12022.05 | 4.81 | 6.61 | 3.27 | 4.9 | — | — | — | — | — | |
| Refined Pix2Pose2022.05 | 5.75 | 5.06 | 11.23 | 7.35 | 16.82 | 21.3 | 255.36 | 97.83 | 356.32 | |
| FANPoints=12 points2022.05 | 8.53 | 7.48 | 7.63 | 7.88 | — | — | — | — | — | |
| Direct 6DoF Regressdescription=baseline method introduced in this paper2022.05 | 16.49 | 14.03 | 5.81 | 12.11 | 62.36 | 85.01 | 366.52 | 171.3 | 562.38 | |
| DlibPoints=68 points2022.05 | 16.76 | 13.8 | 6.19 | 12.25 | — | — | — | — | — | |
| 3DDFA2022.05 | 36.18 | 12.25 | 8.78 | 19.07 | — | — | — | — | — |