Face Alignment on 300W (Challenging)
0.0519NMELAB
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAB2019.11 | 0.0519 | — | — | |
| LAB2020.07 | 0.0519 | — | — | |
| 3FabRec2019.11 | 0.0574 | — | — | |
| AnchorFace2020.07 | 0.0619 | — | — | |
| SAN2019.11 | 0.066 | — | — | |
| SAN2020.07 | 0.066 | — | — | |
| ODN2019.11 | 0.0667 | — | — | |
| ODN2020.07 | 0.0667 | — | — | |
| LaplaceKLtraining_data=70K2019.11 | 0.0687 | — | — | |
| Two-Stage2020.07 | 0.0742 | — | — | |
| Two-Stage2019.11 | 0.0756 | — | — | |
| SBR2019.11 | 0.0758 | — | — | |
| SBR2020.07 | 0.0758 | — | — | |
| PCD-CNN2020.07 | 0.0762 | — | — | |
| RDR2020.07 | 0.0895 | — | — | |
| DSRN2019.11 | 0.0968 | — | — | |
| Pose-Invariant2020.07 | 0.0988 | — | — | |
| CFSS2019.11 | 0.0998 | — | — | |
| MDM2020.07 | 0.1014 | — | — | |
| LBF2019.11 | 0.1198 | — | — | |
| SDM2019.11 | 0.154 | — | — | |
| PropNetNormalization=Inter-ocular2020.06 | 3.99 | — | — | |
| STARArchitecture=Hourglass, Supervision=Supervised2024.03 | 4.32 | — | — | |
| FRAArchitecture=ResNet, Supervision=Self-supervised2024.03 | 4.46 | — | — | |
| DTLDArchitecture=ResNet, Supervision=Supervised2024.03 | 4.5 | — | — | |
| MCFArchitecture=ViT, Supervision=Self-supervised2024.03 | 4.51 | — | — | |
| AWingNormalization Protocol=Inter-ocular2019.04 | 4.52 | — | — | |
| AWingNormalization=Inter-ocular2020.06 | 4.52 | — | — | |
| BYOLArchitecture=ResNet, Supervision=Self-supervised2024.03 | 4.55 | — | — | |
| ADNetArchitecture=Hourglass, Supervision=Supervised2024.03 | 4.58 | — | — | |
| LEWELArchitecture=ResNet, Supervision=Self-supervised2024.03 | 4.71 | — | — | |
| SLPTArchitecture=ResNet, Supervision=Supervised2024.03 | 4.93 | — | — | |
| PCLArchitecture=ResNet, Supervision=Self-supervised, Note=reproduction using official codes2024.03 | 5.12 | — | — | |
| DU-NetNormalization Protocol=Inter-ocular2019.04 | 5.15 | — | — | |
| DU-NetNormalization=Inter-ocular2020.06 | 5.15 | — | — | |
| LABNormalization Protocol=Inter-ocular2019.04 | 5.19 | — | — | |
| LABNormalization=Inter-ocular2020.06 | 5.19 | — | — | |
| PropNetNormalization=Inter-pupil2020.06 | 5.75 | — | — | |
| AWingNormalization Protocol=Inter-pupil2019.04 | 6.52 | — | — | |
| AWingNormalization=Inter-pupil2020.06 | 6.52 | — | — | |
| SANNormalization Protocol=Inter-ocular2019.04 | 6.6 | — | — | |
| SANNormalization=Inter-ocular2020.06 | 6.6 | — | — | |
| LABNormalization Protocol=Inter-pupil2019.04 | 6.98 | — | — | |
| WingNormalization Protocol=Inter-pupil2019.04 | 7.18 | — | — | |
| WingNormalization=Inter-pupil2020.06 | 7.18 | — | — | |
| LABNormalization=Inter-pupil2020.06 | 7.41 | — | — | |
| DCFENormalization Protocol=Inter-pupil2019.04 | 7.54 | — | — | |
| DCFENormalization=Inter-pupil2020.06 | 7.54 | — | — | |
| TSRNormalization Protocol=Inter-pupil2019.04 | 7.56 | — | — | |
| TSRNormalization=Inter-pupil2020.06 | 7.56 | — | — | |
| CPM+SBRNormalization Protocol=Inter-ocular2019.04 | 7.58 | — | — | |
| CPM+SBRNormalization=Inter-ocular2020.06 | 7.58 | — | — | |
| DVLNNormalization Protocol=Inter-pupil2019.04 | 7.62 | — | — | |
| PCD-CNNNormalization Protocol=Inter-ocular2019.04 | 7.62 | — | — | |
| DVLNNormalization=Inter-pupil2020.06 | 7.62 | — | — | |
| PCD-CNNNormalization=Inter-ocular2020.06 | 7.62 | — | — | |
| RCN+Normalization Protocol=Inter-pupil2019.04 | 7.78 | — | — | |
| RCN+(L+ELT)Normalization=Inter-pupil2020.06 | 7.78 | — | — | |
| 3DDFA (Proposed)2018.04 | 8.07 | — | — | |
| RAR2017.07 | 8.35 | — | — | |
| RARNormalization Protocol=Inter-pupil2019.04 | 8.35 | — | — | |
| RARNormalization=Inter-pupil2020.06 | 8.35 | — | — | |
| TCDCN2018.04 | 8.6 | — | — | |
| TCDCNNormalization Protocol=Inter-pupil2019.04 | 8.6 | — | — | |
| TCDCNNormalization=Inter-pupil2020.06 | 8.6 | — | — | |
| 3DDFA+SDM2017.07 | 9.56 | — | — | |
| 3DDFA (Pre)status=Preliminary/Pre-trained2018.04 | 9.56 | — | — | |
| DSRNNormalization Protocol=Inter-pupil2019.04 | 9.68 | — | — | |
| DSRNNormalization=Inter-pupil2020.06 | 9.68 | — | — | |
| RCFA2017.07 | 9.85 | — | — | |
| Proposed method2017.07 | 9.88 | — | — | |
| CFSS2017.07 | 9.98 | — | — | |
| CFSS2018.04 | 9.98 | — | — | |
| CFSSNormalization Protocol=Inter-pupil2019.04 | 9.98 | — | — | |
| CFSSNormalization=Inter-pupil2020.06 | 9.98 | — | — | |
| MDMNormalization Protocol=Inter-pupil2019.04 | 10.14 | — | — | |
| MDMNormalization=Inter-pupil2020.06 | 10.14 | — | — | |
| 3DDFA2017.07 | 10.59 | — | — | |
| LBF2017.07 | 11.98 | — | — | |
| LBF2018.04 | 11.98 | — | — | |
| LBFNormalization Protocol=Inter-pupil2019.04 | 11.98 | — | — | |
| LBFNormalization=Inter-pupil2020.06 | 11.98 | — | — | |
| SDM2017.07 | 15.4 | — | — | |
| SDM2018.04 | 15.4 | — | — | |
| SDMNormalization Protocol=Inter-pupil2019.04 | 15.4 | — | — | |
| SDMNormalization=Inter-pupil2020.06 | 15.4 | — | — | |
| CFANENormalization Protocol=Inter-pupil2019.04 | 16.78 | — | — | |
| CFANNormalization=Inter-pupil2020.06 | 16.78 | — | — | |
| ESR2017.07 | 17 | — | — | |
| ESR2018.04 | 17 | — | — | |
| RCPR2017.07 | 17.26 | — | — | |
| RCPR2018.04 | 17.26 | — | — | |
| TSPM2018.04 | 18.33 | — | — | |
| 3FabRec2021.08 | — | — | 5.74 | |
| ADNet2022.03 | — | 0.0458 | — | |
| AWing2022.03 | — | 0.0453 | — | |
| CoordBackbone=HRNetW18C2022.03 | — | 0.0539 | — | |
| DAN2021.08 | — | — | 5.53 | |
| DeCaFaExtra Data=true2021.08 | — | — | 5.26 | |
| DeCaFA2022.03 | — | 0.0526 | — |