Facial Landmark Detection on AFLW Full
0.0156NMEAnchorFace
Evaluation Results
| Method | Links | |
|---|---|---|
| AnchorFacebackbone=ShuffleNet-V2, resolution=224x2242020.07 | 0.0156 | |
| HGs + SA + GHCUSemantic Alignment=true, Global Heatmap Correction Unit=true2019.03 | 0.016 | |
| HGs + SASemantic Alignment=true2019.03 | 0.0162 | |
| SA2020.07 | 0.0162 | |
| ODN2020.07 | 0.0163 | |
| Wing2019.03 | 0.0165 | |
| Wing2020.07 | 0.0165 | |
| DSRN2019.03 | 0.0186 | |
| SAN2018.03 | 0.0191 | |
| SAN2020.07 | 0.0191 | |
| HGs2019.03 | 0.0195 | |
| SBR2019.03 | 0.0214 | |
| Two-Stage2018.03 | 0.0217 | |
| TSR2019.03 | 0.0217 | |
| DCFE2019.03 | 0.0217 | |
| TSR2020.07 | 0.0217 | |
| CCL2018.03 | 0.0272 | |
| CCL2019.03 | 0.0272 | |
| CCL2020.07 | 0.0272 | |
| CFSS2018.03 | 0.0392 | |
| CFSS2019.03 | 0.0392 | |
| CFSS2020.07 | 0.0392 | |
| SDM2018.03 | 0.0405 | |
| LBF2020.07 | 0.0424 | |
| LBF2018.03 | 0.0425 | |
| LBF2019.03 | 0.0425 | |
| ERT2018.03 | 0.0435 | |
| LABbackbone=Hourglass, extra_info=B2019.04 | 1.25 | |
| LAB (w/ B)backbone=Hourglass, extra boundary information=true2019.08 | 1.25 | |
| LAB (w/ B)Backbone=Hourglass, extra_info=boundary information2022.08 | 1.25 | |
| LABYear=2018, Backbone=ResNet-18, External area data for training=true2020.03 | 1.25 | |
| WBF → HRNetV2Backbone=HRNetV2-W18, pre-training=WBF dataset2022.08 | 1.42 | |
| PIPNetBackbone=ResNet-1012020.03 | 1.42 | |
| PIPNetBackbone=ResNet-502020.03 | 1.44 | |
| PDBbackbone=ResNet-50, extra_info=DA2019.04 | 1.47 | |
| PDB (w/ DA)backbone=ResNet-50, stronger data augmentation=true2019.08 | 1.47 | |
| PDB (w/ DA)Backbone=ResNet-50, extra_info=stronger data augmentation2022.08 | 1.47 | |
| WingYear=2018, Backbone=ResNet-502020.03 | 1.47 | |
| PIPNetBackbone=ResNet-182020.03 | 1.48 | |
| PIPNetBackbone=MobileNetV22020.03 | 1.52 | |
| PIPNetBackbone=MobileNetV32020.03 | 1.52 | |
| HRNetV2-W18backbone=HRNetV2-W182019.04 | 1.57 | |
| HRNetV2-W18backbone=HRNetV2-W182019.08 | 1.57 | |
| HRNetV2Backbone=HRNetV2-W182022.08 | 1.57 | |
| HRNetYear=2019, Backbone=HRNetV2-W182020.03 | 1.57 | |
| RCN+Year=2018, External area data for training=true2020.03 | 1.59 | |
| HG+SA+GHCUYear=2019, Backbone=Hourglass2020.03 | 1.6 | |
| ODNYear=2019, Backbone=ResNet-182020.03 | 1.63 | |
| LABbackbone=Hourglass, extra_info=none2019.04 | 1.85 | |
| LAB (w/o B)backbone=Hourglass, extra boundary information=false2019.08 | 1.85 | |
| LAB (w/o B)Backbone=Hourglass2022.08 | 1.85 | |
| LABYear=2018, Backbone=ResNet-182020.03 | 1.85 | |
| DSRN2019.04 | 1.86 | |
| DSRN2019.08 | 1.86 | |
| DSRNBackbone=-2022.08 | 1.86 | |
| SANbackbone=ResNet-1522019.04 | 1.91 | |
| SANbackbone=ResNet-1522019.08 | 1.91 | |
| SANBackbone=ResNet-1522022.08 | 1.91 | |
| SANYear=2018, Backbone=ITN-CPM2020.03 | 1.91 | |
| LaplaceKLYear=20192020.03 | 1.97 | |
| 3DDEYear=2019, External area data for training=true2020.03 | 2.01 | |
| CPM + SBRbackbone=CPM2019.04 | 2.14 | |
| CPM + SBRbackbone=CPM2019.08 | 2.14 | |
| CPM + SBRBackbone=CPM2022.08 | 2.14 | |
| TSRbackbone=VGG-S2019.04 | 2.17 | |
| DCFEextra_info=3D2019.04 | 2.17 | |
| TSRbackbone=VGG-S2019.08 | 2.17 | |
| DCFE (w/ 3D)extra 3D information=true2019.08 | 2.17 | |
| TSRBackbone=VGG-S2022.08 | 2.17 | |
| DCFE (w/ 3D)Backbone=-, extra_info=3D information2022.08 | 2.17 | |
| TSRYear=20172020.03 | 2.17 | |
| DCFEYear=2018, External area data for training=true2020.03 | 2.17 | |
| DAC-CSR2019.04 | 2.27 | |
| DAC-CSR2019.08 | 2.27 | |
| DAC-CSRBackbone=-2022.08 | 2.27 | |
| DAC-CSRYear=20172020.03 | 2.27 | |
| CCL2019.04 | 2.72 | |
| CCL2019.08 | 2.72 | |
| CCLBackbone=-2022.08 | 2.72 | |
| RCPR2019.04 | 3.73 | |
| RCPR2019.08 | 3.73 | |
| RCPRBackbone=-2022.08 | 3.73 | |
| CFSS2019.04 | 3.92 | |
| CFSS2019.08 | 3.92 | |
| CFSSBackbone=-2022.08 | 3.92 | |
| SDM2019.04 | 4.05 | |
| SDM2019.08 | 4.05 | |
| SDMBackbone=-2022.08 | 4.05 | |
| LBF2019.04 | 4.25 | |
| LBF2019.08 | 4.25 | |
| LBFBackbone=-2022.08 | 4.25 | |
| ERT2019.04 | 4.35 | |
| ERT2019.08 | 4.35 | |
| ERTBackbone=-2022.08 | 4.35 | |
| CDM2019.04 | 5.43 | |
| CDM2019.08 | 5.43 | |
| CDMBackbone=-2022.08 | 5.43 | |
| RCN2019.04 | 5.6 | |
| RCN2019.08 | 5.6 | |
| RCNBackbone=-2022.08 | 5.6 |