Face Alignment on 300W Fullset (test)
1.42NMEDAN-Menpo
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DAN-MenpoNormalization=bounding box diagonal normalization2017.06 | 1.42 | — | — | — | — | — | |
| DANNormalization=bounding box diagonal normalization2017.06 | 1.48 | — | — | — | — | — | |
| FRAArch.=R50 [21], Params.=24M, Pre-training Dataset=VGGFace2 [6], Pre-training Scale=3.3M, Pre-training Supervision=face image2024.03 | 2.91 | — | — | — | — | — | |
| ADNetNormalization=Inter-ocular2021.09 | 2.93 | — | — | — | — | — | |
| AWingNormalization=Inter-ocular2021.09 | 3.07 | — | — | — | — | — | |
| AWingNormalization Protocol=Inter-ocular2019.04 | 3.07 | — | — | — | — | — | |
| FaRLArch.=ViT-B/16 [17], Params.=86M, Pre-training Dataset=LAION-FACE [72], Pre-training Scale=20M, Pre-training Supervision=face image + text2024.03 | 3.08 | — | — | — | — | — | |
| LUVLiNormalization=Inter-ocular2021.09 | 3.23 | — | — | — | — | — | |
| DU-NetNormalization=Inter-ocular2021.09 | 3.35 | — | — | — | — | — | |
| DU-NetNormalization Protocol=Inter-ocular2019.04 | 3.35 | — | — | — | — | — | |
| DeCaFANormalization=Inter-ocular2021.09 | 3.39 | — | — | — | — | — | |
| DAN-MenpoNormalization=inter-ocular normalization2017.06 | 3.44 | — | — | — | — | — | |
| LABNormalization=Inter-ocular2021.09 | 3.49 | — | — | — | — | — | |
| LABNormalization Protocol=Inter-ocular2019.04 | 3.49 | — | — | — | — | — | |
| DANNormalization=inter-ocular normalization2017.06 | 3.59 | — | — | — | — | — | |
| Kowalski et al.Normalization=inter-ocular normalization2017.06 | 3.97 | — | — | — | — | — | |
| SANNormalization=Inter-ocular2021.09 | 3.98 | — | — | — | — | — | |
| SANNormalization Protocol=Inter-ocular2019.04 | 3.98 | — | — | — | — | — | |
| WingNormalization=Inter-pupil2021.09 | 4.04 | — | — | — | — | — | |
| WingNormalization Protocol=Inter-pupil2019.04 | 4.04 | — | — | — | — | — | |
| MDMNormalization=inter-ocular normalization2017.06 | 4.05 | — | — | — | — | — | |
| ADNetNormalization=Inter-pupil2021.09 | 4.08 | — | — | — | — | — | |
| CPM+SBRNormalization=Inter-ocular2021.09 | 4.1 | — | — | — | — | — | |
| CPM+SBRNormalization Protocol=Inter-ocular2019.04 | 4.1 | — | — | — | — | — | |
| LABNormalization=Inter-pupil2021.09 | 4.12 | — | — | — | — | — | |
| LABNormalization Protocol=Inter-pupil2019.04 | 4.12 | — | — | — | — | — | |
| AWingNormalization=Inter-pupil2021.09 | 4.31 | — | — | — | — | — | |
| AWingNormalization Protocol=Inter-pupil2019.04 | 4.31 | — | — | — | — | — | |
| PCD-CNNNormalization=Inter-ocular2021.09 | 4.44 | — | — | — | — | — | |
| PCD-CNNNormalization Protocol=Inter-ocular2019.04 | 4.44 | — | — | — | — | — | |
| DCFENormalization=Inter-pupil2021.09 | 4.55 | — | — | — | — | — | |
| DCFENormalization Protocol=Inter-pupil2019.04 | 4.55 | — | — | — | — | — | |
| DVLNNormalization=Inter-pupil2021.09 | 4.66 | — | — | — | — | — | |
| DVLNNormalization Protocol=Inter-pupil2019.04 | 4.66 | — | — | — | — | — | |
| DAN-MenpoNormalization=inter-pupil normalization2017.06 | 4.83 | — | — | — | — | — | |
| RCN+(L+ELT)Normalization=Inter-pupil2021.09 | 4.9 | — | — | — | — | — | |
| RCN+Normalization Protocol=Inter-pupil2019.04 | 4.9 | — | — | — | — | — | |
| RARNormalization=Inter-pupil2021.09 | 4.94 | — | — | — | — | — | |
| RAR2017.07 | 4.94 | — | — | — | — | — | |
| RARNormalization=inter-pupil normalization2017.06 | 4.94 | — | — | — | — | — | |
| RARNormalization Protocol=Inter-pupil2019.04 | 4.94 | — | — | — | — | — | |
| TSRNormalization=Inter-pupil2021.09 | 4.99 | — | — | — | — | — | |
| TSRNormalization Protocol=Inter-pupil2019.04 | 4.99 | — | — | — | — | — | |
| DANNormalization=inter-pupil normalization2017.06 | 5.03 | — | — | — | — | — | |
| DSRNNormalization=Inter-pupil2021.09 | 5.21 | — | — | — | — | — | |
| DSRNNormalization Protocol=Inter-pupil2019.04 | 5.21 | — | — | — | — | — | |
| RCFA2017.07 | 5.32 | — | — | — | — | — | |
| TCDCNNormalization=Inter-pupil2021.09 | 5.54 | — | — | — | — | — | |
| TCDCN2018.04 | 5.54 | — | — | — | — | — | |
| TCDCNNormalization Protocol=Inter-pupil2019.04 | 5.54 | — | — | — | — | — | |
| Kowalski et al.Normalization=inter-pupil normalization2017.06 | 5.57 | — | — | — | — | — | |
| 3DDFA (Proposed)2018.04 | 5.63 | — | — | — | — | — | |
| CGPRTNormalization=inter-pupil normalization2017.06 | 5.71 | — | — | — | — | — | |
| CFSSNormalization=Inter-pupil2021.09 | 5.76 | — | — | — | — | — | |
| CFSS2017.07 | 5.76 | — | — | — | — | — | |
| CFSSNormalization=inter-pupil normalization2017.06 | 5.76 | — | — | — | — | — | |
| CFSS2018.04 | 5.76 | — | — | — | — | — | |
| CFSSNormalization Protocol=Inter-pupil2019.04 | 5.76 | — | — | — | — | — | |
| MDMNormalization=Inter-pupil2021.09 | 5.88 | — | — | — | — | — | |
| MDMNormalization Protocol=Inter-pupil2019.04 | 5.88 | — | — | — | — | — | |
| Proposed method2017.07 | 6.3 | — | — | — | — | — | |
| 3DDFA+SDM2017.07 | 6.31 | — | — | — | — | — | |
| 3DDFA (Pre)status=Preliminary/Pre-trained2018.04 | 6.31 | — | — | — | — | — | |
| LBFNormalization=Inter-pupil2021.09 | 6.32 | — | — | — | — | — | |
| LBF2017.07 | 6.32 | — | — | — | — | — | |
| LBFNormalization=inter-pupil normalization2017.06 | 6.32 | — | — | — | — | — | |
| LBF2018.04 | 6.32 | — | — | — | — | — | |
| LBFNormalization Protocol=Inter-pupil2019.04 | 6.32 | — | — | — | — | — | |
| 3DDFA2017.07 | 7.01 | — | — | — | — | — | |
| SDMNormalization=Inter-pupil2021.09 | 7.5 | — | — | — | — | — | |
| SDM2017.07 | 7.5 | — | — | — | — | — | |
| SDM2018.04 | 7.5 | — | — | — | — | — | |
| SDMNormalization Protocol=Inter-pupil2019.04 | 7.5 | — | — | — | — | — | |
| SDMNormalization=inter-pupil normalization2017.06 | 7.52 | — | — | — | — | — | |
| ESR2017.07 | 7.58 | — | — | — | — | — | |
| ESRNormalization=inter-pupil normalization2017.06 | 7.58 | — | — | — | — | — | |
| ESR2018.04 | 7.58 | — | — | — | — | — | |
| CFANNormalization=Inter-pupil2021.09 | 7.69 | — | — | — | — | — | |
| CFANENormalization Protocol=Inter-pupil2019.04 | 7.69 | — | — | — | — | — | |
| RCPR2017.07 | 8.35 | — | — | — | — | — | |
| RCPR2018.04 | 8.35 | — | — | — | — | — | |
| TSPM2018.04 | 10.2 | — | — | — | — | — | |
| 3DDE2019.02 | — | 4.39 | 3.13 | 61.24 | 1.3 | — | |
| 3DDFA2019.02 | — | 5.63 | — | — | — | — | |
| ADNet2022.03 | — | — | — | — | — | 2.93 | |
| ADNetPretrain=–2025.08 | — | — | — | — | — | 2.93 | |
| AWing2022.03 | — | — | — | — | — | 3.07 | |
| AWingPretrain=–2025.08 | — | — | — | — | — | 3.07 | |
| CFSS2019.02 | — | 5.76 | — | 49.87 | 5.08 | — | |
| cGPRT2019.02 | — | 5.71 | — | — | — | — | |
| CoordBackbone=HRNetW18C2022.03 | — | — | — | — | — | 3.51 | |
| DAN2019.02 | — | 5.03 | 3.59 | 55.33 | 1.16 | — | |
| DCFE2019.02 | — | 4.55 | 3.24 | 60.13 | 1.59 | — | |
| DCFE (w/ 3D)Pretrain=–2025.08 | — | — | — | — | — | 3.24 | |
| DDN2019.02 | — | 5.65 | — | — | — | — | |
| DeCaFaPretrain=–2025.08 | — | — | — | — | — | 3.39 | |
| DeCaFA2022.03 | — | — | — | — | — | 3.39 | |
| ECSAN2019.02 | — | 6.67 | — | — | — | — | |
| ERT2019.02 | — | 6.4 | — | — | — | — | |
| ESR2019.02 | — | 7.58 | — | 43.12 | 10.45 | — |