Head Pose Estimation on AFLW2000 (test)
3.97Overall MAE6DRepNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 6DRepNetFull Range=True2022.02 | 3.97 | 3.63 | 4.91 | 3.37 | |
| EHPNet2022.10 | 4.15 | 3.23 | 5.54 | 3.88 | |
| FDNFull Range=False2022.02 | 4.42 | 3.78 | 5.61 | 3.88 | |
| QuatNetFull Range=False2022.02 | 4.5 | 3.97 | 5.62 | 3.92 | |
| EVA-GCN2022.10 | 4.64 | 4.46 | 5.34 | 4.11 | |
| TriNetFull Range=True2022.02 | 4.67 | 4.04 | 5.77 | 4.2 | |
| WHENet-VFull Range=False2022.02 | 4.83 | 4.44 | 5.75 | 4.31 | |
| WHENet-V2022.10 | 4.83 | 4.44 | 5.75 | 4.31 | |
| WHENet-VFull Range=N, Params (x10^6)=4.42020.05 | 4.834 | — | — | — | |
| FSA-Caps-FusionFull Range=N, Params (x10^6)=1.22020.05 | 5.07 | — | — | — | |
| FSA-NetFull Range=False2022.02 | 5.07 | 4.5 | 6.08 | 4.64 | |
| FSA-Caps-Fusion2022.10 | 5.07 | 4.5 | 6.08 | 4.64 | |
| HPEFull Range=False2022.02 | 5.28 | 4.8 | 6.18 | 4.87 | |
| hybrid coarse-fine classification frameworkBackbone=ResNet-502019.01 | 5.395 | 4.82 | 6.227 | 5.137 | |
| WHENetFull Range=Hybrid (✔X)2022.02 | 5.42 | 5.11 | 6.24 | 4.92 | |
| WHENetFull Range=Y, Params (x10^6)=4.42020.05 | 5.424 | — | — | — | |
| Shao et al. (K=0.5)Full Range=N, Params (x10^6)=24.62020.05 | 5.478 | — | — | — | |
| SSR-Net-MDFull Range=N, Params (x10^6)=0.22020.05 | 6.01 | — | — | — | |
| SSR-Net-MD2022.10 | 6.01 | 5.14 | 7.09 | 5.89 | |
| Multi-Loss ResNet50alpha=22017.10 | 6.155 | 6.47 | 6.559 | 5.436 | |
| Ruiz et al.Backbone=ResNet-502019.01 | 6.155 | 6.47 | 6.559 | 5.436 | |
| HopenetFull Range=N, Params (x10^6)=23.92020.05 | 6.155 | — | — | — | |
| HopeNet (α = 2)Full Range=False2022.02 | 6.16 | 6.47 | 6.56 | 5.44 | |
| HopeNetAlpha value=22022.10 | 6.16 | 6.47 | 6.56 | 5.44 | |
| Multi-Loss ResNet50alpha=12017.10 | 6.41 | 6.92 | 6.637 | 5.674 | |
| HopeNet (α = 1)Full Range=False2022.02 | 6.41 | 6.92 | 6.64 | 5.67 | |
| HopeNetAlpha value=12022.10 | 6.41 | 6.92 | 6.64 | 5.67 | |
| 3DDFA2022.10 | 7.39 | 5.4 | 8.53 | 8.25 | |
| 3DDFA2017.10 | 7.393 | 5.4 | 8.53 | 8.25 | |
| 3DDFA2019.01 | 7.393 | 5.4 | 8.53 | 8.25 | |
| 3DDFAFull Range=N2020.05 | 7.393 | — | — | — | |
| Ground truth landmarkslandmark source=ground truth2017.10 | 8.651 | 5.924 | 11.756 | 8.271 | |
| FANlandmark points=122017.10 | 9.116 | 6.358 | 12.277 | 8.714 | |
| FAN (12 points)Full Range=N, Params (x10^6)=6-242020.05 | 9.116 | — | — | — | |
| FAN2022.10 | 9.12 | 6.36 | 12.3 | 8.71 | |
| PCLPre-trained=300W-LP2022.11 | 12.36 | 9.86 | 16.59 | 10.62 | |
| FaceCyclePre-trained=300W-LP2022.11 | 12.47 | 11.7 | 12.76 | 12.94 | |
| SimCLRPre-trained=300W-LP2022.11 | 14.38 | 11.2 | 19.86 | 12.08 | |
| Dliblandmark points=682017.10 | 15.777 | 23.153 | 13.633 | 10.545 | |
| Dlib (68 points)Full Range=N2020.05 | 15.777 | — | — | — | |
| Dlib2022.10 | 15.8 | 23.1 | 13.6 | 10.5 | |
| MoCoPre-trained=300W-LP2022.11 | 20.11 | 28.49 | 16.29 | 15.55 |