Face Alignment on 300W Common
2.52NMESTAR
Evaluation Results
| Method | Links | |
|---|---|---|
| STARArchitecture=Hourglass, Supervision=Supervised2024.03 | 2.52 | |
| ADNetArchitecture=Hourglass, Supervision=Supervised2024.03 | 2.53 | |
| DTLDArchitecture=ResNet, Supervision=Supervised2024.03 | 2.59 | |
| MCFArchitecture=ViT, Supervision=Self-supervised2024.03 | 2.6 | |
| FRAArchitecture=ResNet, Supervision=Self-supervised2024.03 | 2.6 | |
| BYOLArchitecture=ResNet, Supervision=Self-supervised2024.03 | 2.66 | |
| LEWELArchitecture=ResNet, Supervision=Self-supervised2024.03 | 2.7 | |
| AWingNormalization Protocol=Inter-ocular2019.04 | 2.72 | |
| PCLArchitecture=ResNet, Supervision=Self-supervised, Note=reproduction using official codes2024.03 | 2.77 | |
| SLPTArchitecture=ResNet, Supervision=Supervised2024.03 | 2.78 | |
| DU-NetNormalization Protocol=Inter-ocular2019.04 | 2.9 | |
| HRNet2021.08 | 2.91 | |
| DeCaFaExtra Data=true2021.08 | 2.93 | |
| LABNormalization Protocol=Inter-ocular2019.04 | 2.98 | |
| LAB2019.11 | 2.98 | |
| LABExtra Data=true2021.08 | 2.98 | |
| LDDMM-Face2021.08 | 3.07 | |
| DAN2021.08 | 3.15 | |
| LDDMM-FaceWeak-LF (training landmark fraction)=50%2021.08 | 3.18 | |
| LaplaceKLNumber of unlabeled images added from MegaFace=70K2019.03 | 3.19 | |
| LaplaceKLtraining_data=70K2019.11 | 3.19 | |
| LaplaceKLNumber of unlabeled images added from MegaFace=10K2019.03 | 3.26 | |
| LaplaceKLNumber of unlabeled images added from MegaFace=50K2019.03 | 3.26 | |
| WingNormalization Protocol=Inter-pupil2019.04 | 3.27 | |
| CPM + SBR2019.03 | 3.28 | |
| LaplaceKLNumber of unlabeled images added from MegaFace=02019.03 | 3.28 | |
| CPM+SBRNormalization Protocol=Inter-ocular2019.04 | 3.28 | |
| SBR2019.11 | 3.28 | |
| LaplaceKLNumber of unlabeled images added from MegaFace=30K2019.03 | 3.29 | |
| SoftargmaxNumber of unlabeled images added from MegaFace=10K2019.03 | 3.34 | |
| SoftargmaxNumber of unlabeled images added from MegaFace=70K2019.03 | 3.34 | |
| SANNormalization Protocol=Inter-ocular2019.04 | 3.34 | |
| SAN2019.11 | 3.34 | |
| SAN2021.08 | 3.34 | |
| 3FabRec2019.11 | 3.36 | |
| 3FabRec2021.08 | 3.36 | |
| SoftargmaxNumber of unlabeled images added from MegaFace=30K2019.03 | 3.41 | |
| SoftargmaxNumber of unlabeled images added from MegaFace=50K2019.03 | 3.41 | |
| LABNormalization Protocol=Inter-pupil2019.04 | 3.42 | |
| SoftargmaxNumber of unlabeled images added from MegaFace=02019.03 | 3.48 | |
| ODN2019.11 | 3.56 | |
| PCD-CNNNormalization Protocol=Inter-ocular2019.04 | 3.67 | |
| AWingNormalization Protocol=Inter-pupil2019.04 | 3.77 | |
| DCFENormalization Protocol=Inter-pupil2019.04 | 3.83 | |
| ODN2021.08 | 3.91 | |
| DVLNNormalization Protocol=Inter-pupil2019.04 | 3.94 | |
| RCSR2019.03 | 4.01 | |
| RCFA2017.07 | 4.03 | |
| RAR2017.07 | 4.12 | |
| RARNormalization Protocol=Inter-pupil2019.04 | 4.12 | |
| DSRNNormalization Protocol=Inter-pupil2019.04 | 4.12 | |
| DSRN2019.11 | 4.12 | |
| RCN+ (L+ELT)2019.03 | 4.2 | |
| RCN+Normalization Protocol=Inter-pupil2019.04 | 4.2 | |
| CFSS [21]2019.03 | 4.36 | |
| TSRNormalization Protocol=Inter-pupil2019.04 | 4.36 | |
| Two-Stage2019.11 | 4.36 | |
| CFSS2017.07 | 4.73 | |
| CFSS2018.04 | 4.73 | |
| CFSS [46]2019.03 | 4.73 | |
| CFSSNormalization Protocol=Inter-pupil2019.04 | 4.73 | |
| CFSS2019.11 | 4.73 | |
| TCDCN2018.04 | 4.8 | |
| TCDCN2019.03 | 4.8 | |
| TCDCNNormalization Protocol=Inter-pupil2019.04 | 4.8 | |
| MDM2019.03 | 4.83 | |
| MDMNormalization Protocol=Inter-pupil2019.04 | 4.83 | |
| MDM2021.08 | 4.83 | |
| LBF2017.07 | 4.95 | |
| LBF2018.04 | 4.95 | |
| LBF2019.03 | 4.95 | |
| LBFNormalization Protocol=Inter-pupil2019.04 | 4.95 | |
| LBF2019.11 | 4.95 | |
| RAR2021.08 | 5.03 | |
| 3DDFA (Proposed)2018.04 | 5.09 | |
| ESR2017.07 | 5.28 | |
| ESR2018.04 | 5.28 | |
| Proposed method2017.07 | 5.43 | |
| CFANENormalization Protocol=Inter-pupil2019.04 | 5.5 | |
| 3DDFA+SDM2017.07 | 5.53 | |
| 3DDFA (Pre)status=Preliminary/Pre-trained2018.04 | 5.53 | |
| SDM2017.07 | 5.57 | |
| SDM2018.04 | 5.57 | |
| SDM2019.03 | 5.57 | |
| SDMNormalization Protocol=Inter-pupil2019.04 | 5.57 | |
| SDM2019.11 | 5.57 | |
| 3DDFA2017.07 | 6.15 | |
| RCPR2017.07 | 6.18 | |
| RCPR2018.04 | 6.18 | |
| TSPM2018.04 | 8.22 |