Head Pose Estimation on BIWI
2.066MAE3DMM+ Online
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 3DMM+ Onlineuse depth information=true2017.10 | 2.066 | 2.5 | 1.5 | 2.2 | |
| WHENet-VFull Range=N, Params (x10^6)=4.42020.05 | 3.475 | — | — | — | |
| unimodal-concentrated lossForm=ALDL, Training Dataset=300W-LP2022.04 | 3.57 | 3.91 | 3.96 | 2.83 | |
| MNN2022.02 | 3.66 | 3.98 | 4.61 | 2.39 | |
| MNNEnd to End=false, 3DMM=false2024.07 | 3.66 | 3.98 | 4.61 | 2.39 | |
| GuoForm=Non-LDL, Training Dataset=300W-LP2022.04 | 3.69 | 3.68 | 4.36 | 3.02 | |
| 6DRepNetEnd to End=false, 3DMM=false2024.07 | 3.78 | 3.23 | 5.32 | 2.78 | |
| VGGHeads2024.07 | 3.79 | 3.47 | 5.24 | 2.65 | |
| Img2PoseEnd to End=true, 3DMM=false2024.07 | 3.79 | 4.57 | 3.55 | 3.24 | |
| VGGHeadsEnd to End=true, 3DMM=true2024.07 | 3.79 | 3.47 | 5.24 | 2.65 | |
| WHENetEnd to End=false, 3DMM=false2024.07 | 3.81 | 3.99 | 4.39 | 3.06 | |
| WHENetFull Range=Y, Params (x10^6)=4.42020.05 | 3.814 | — | — | — | |
| FDN2022.02 | 3.93 | 4.52 | 4.7 | 2.56 | |
| FDNForm=Non-LDL, Training Dataset=300W-LP2022.04 | 3.93 | 4.52 | 4.7 | 2.56 | |
| DAD-3DNetEnd to End=false, 3DMM=true2024.07 | 3.98 | 3.79 | 5.24 | 2.92 | |
| FSA-Caps-FusionFull Range=N, Params (x10^6)=1.22020.05 | 4 | — | — | — | |
| FSA-Caps-Fusion2022.02 | 4 | 4.27 | 4.96 | 2.76 | |
| FSAForm=Non-LDL, Training Dataset=300W-LP2022.04 | 4 | 4.27 | 4.96 | 2.76 | |
| QuatNet2022.02 | 4.14 | 4.01 | 5.49 | 2.93 | |
| GLDL2022.02 | 4.29 | 4.12 | 5.61 | 3.14 | |
| RetinaFaceEnd to End=true, 3DMM=false2024.07 | 4.49 | 4.07 | 6.42 | 2.97 | |
| SSR-Net-MDFull Range=N, Params (x10^6)=0.22020.05 | 4.65 | — | — | — | |
| HopeNet2022.02 | 4.89 | 4.81 | 6.6 | 3.26 | |
| Multi-Loss ResNet50alpha=12017.10 | 4.895 | 4.81 | 6.606 | 3.269 | |
| HopenetFull Range=N, Params (x10^6)=23.92020.05 | 4.895 | — | — | — | |
| HopeNetEnd to End=false, 3DMM=false2024.07 | 4.9 | 4.81 | 6.61 | 3.27 | |
| Multi-Loss ResNet50alpha=22017.10 | 5.177 | 5.167 | 6.975 | 3.388 | |
| Hopenet (a=2)Form=Non-LDL, Training Dataset=300W-LP2022.04 | 5.18 | 5.17 | 6.98 | 3.39 | |
| Shao et al. (K=0.5)Full Range=N, Params (x10^6)=24.62020.05 | 5.999 | — | — | — | |
| RingNetEnd to End=false, 3DMM=true2024.07 | 7.34 | 8.82 | 5.37 | 7.82 | |
| FANForm=Non-LDL, Training Dataset=300W-LP2022.04 | 7.88 | 8.53 | 7.48 | 7.63 | |
| FANlandmark points=12 points2017.10 | 7.882 | 8.532 | 7.483 | 7.631 | |
| FAN (12 points)Full Range=N, Params (x10^6)=6-242020.05 | 7.882 | — | — | — | |
| Multi-Loss ResNet50alpha=1, trained on=AFLW2017.10 | 8.568 | 5.785 | 11.726 | 8.194 | |
| 3DDFA-V2End to End=false, 3DMM=true2024.07 | 8.81 | 6.8 | 12.08 | 7.54 | |
| PIXIE2024.07 | 10.97 | 9.93 | 16.8 | 6.19 | |
| Dliblandmark points=68 points2017.10 | 12.249 | 16.756 | 13.802 | 6.19 | |
| Dlib (68 points)Full Range=N2020.05 | 12.249 | — | — | — | |
| Dlib (68 points)End to End=false, 3DMM=false2024.07 | 12.25 | 16.76 | 13.8 | 6.19 | |
| Kepler2022.02 | 13.8 | 8.08 | 17.2 | 16.1 | |
| KEPLERtrained on=AFLW2017.10 | 13.852 | 8.084 | 17.277 | 16.196 | |
| KEPLERFull Range=N2020.05 | 13.852 | — | — | — | |
| 3DDFAForm=Non-LDL, Training Dataset=300W-LP2022.04 | 19.06 | 36.17 | 12.25 | 8.77 | |
| 3DDFA2017.10 | 19.068 | 36.175 | 12.252 | 8.776 | |
| 3DDFAFull Range=N2020.05 | 19.07 | — | — | — | |
| 3DDFAEnd to End=false, 3DMM=true2024.07 | 19.07 | 36.18 | 12.25 | 8.78 |