Facial Landmark Localization on WFLW Occlusion
4.58NME (%)PropNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PropNet2020.06 | 4.58 | 5.16 | 0.5721 | — | — | — | |
| DAG2020.04 | 4.98 | 5.29 | 0.5235 | — | — | — | |
| HIH2021.09 | 5 | — | — | 6.11 | 0.527 | — | |
| AWINGfocus on loss function=true2020.04 | 5.19 | 5.98 | 0.512 | — | — | — | |
| GV(HRNet)Backbone=HRNet2021.11 | 5.19 | — | — | 6.79 | 0.5035 | — | |
| AWing2021.09 | 5.19 | — | — | 5.98 | 0.5022 | — | |
| GV2021.09 | 5.19 | — | — | 6.79 | 0.5035 | — | |
| AWingYear=2019, Backbone=Hourglass, Uses External Area Data=false2020.03 | 5.19 | — | — | — | — | — | |
| LOTR-HR+2021.09 | 5.22 | — | — | 7.07 | 0.5465 | — | |
| PIPNetBackbone=ResNet-101, Uses External Area Data=false2020.03 | 5.36 | — | — | — | — | — | |
| HRNet18Backbone=HRNet182020.04 | 5.44 | 8.29 | 0.4585 | — | — | — | |
| HRNetYear=2019, Backbone=HRNetV2-W18, Uses External Area Data=false2020.03 | 5.44 | — | — | — | — | — | |
| STYLEfocus on data augmentation=true2020.04 | 5.6 | 7.74 | 0.5812 | — | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM, Uses External Area Data=false2020.03 | 5.6 | — | — | — | — | — | |
| PIPNetBackbone=ResNet-50, Uses External Area Data=false2020.03 | 5.65 | — | — | — | — | — | |
| PIPNetBackbone=ResNet-18, Uses External Area Data=false2020.03 | 5.66 | — | — | — | — | — | |
| PIPNetBackbone=MobileNetV3, Uses External Area Data=false2020.03 | 5.72 | — | — | — | — | — | |
| DeCaFA*Year=2019, Backbone=Cascaded U-net, Uses External Area Data=true2020.03 | 5.74 | — | — | — | — | — | |
| AVS w/ LABYear=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 5.76 | — | — | — | — | — | |
| 3DDE2021.11 | 5.77 | — | — | 9.37 | 0.4692 | — | |
| 3DDE*Year=2019, Uses External Area Data=true2020.03 | 5.77 | — | — | — | — | — | |
| PIPNetBackbone=MobileNetV2, Uses External Area Data=false2020.03 | 6.04 | — | — | — | — | — | |
| WingYear=2018, Backbone=ResNet-50, Uses External Area Data=false2020.03 | 6.21 | — | — | — | — | — | |
| AVS w/ Res-18Year=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 6.26 | — | — | — | — | — | |
| Wing2020.06 | 6.37 | 12.5 | 0.4885 | — | — | — | |
| WINGfocus on loss function=true2020.04 | 6.37 | 12.5 | 0.4885 | — | — | — | |
| ResNet50(Wing+PDB)Backbone=ResNet-502021.11 | 6.37 | — | — | 12.5 | 0.4885 | — | |
| Wing2021.09 | 6.37 | — | — | 12.5 | 0.4885 | — | |
| LAB2020.06 | 6.79 | 13.72 | 0.449 | — | — | — | |
| LAB2020.04 | 6.79 | 13.72 | 0.449 | — | — | — | |
| LAB2021.11 | 6.79 | — | — | 13.72 | 0.449 | — | |
| LAB2021.09 | 6.79 | — | — | 13.72 | 0.449 | — | |
| LABYear=2018, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 6.79 | — | — | — | — | — | |
| SANfocus on data augmentation=true2020.04 | 6.83 | 11.28 | 0.456 | — | — | — | |
| DVLN2020.06 | 7.33 | 16.3 | 0.3794 | — | — | — | |
| DVLN2020.04 | 7.33 | 16.3 | 0.3794 | — | — | — | |
| DVLN2021.11 | 7.33 | — | — | 16.3 | 0.3794 | — | |
| efnRole=Teacher Network2021.11 | 9.28 | — | — | 29.21 | 0.3842 | — | |
| mnv2KDBackbone=MobileNetV2, Training=Knowledge Distillation2021.11 | 9.92 | — | — | 33.42 | 0.339 | — | |
| mnv2Backbone=MobileNetV22021.11 | 10.46 | — | — | 36.27 | 0.3092 | — | |
| CFSS2020.06 | 11.76 | 32.88 | 0.2688 | — | — | — | |
| CFSS2020.04 | 11.76 | 32.88 | 0.2688 | — | — | — | |
| SDM2020.06 | 13.03 | 41.85 | 0.206 | — | — | — | |
| ESR2020.06 | 13.75 | 47.28 | 0.1946 | — | — | — | |
| 3DDEBounding box source=WFLW benchmark2022.10 | — | — | — | — | — | 5.77 | |
| ADNet2021.04 | — | 5.79 | 0.53 | — | — | — | |
| ADNetBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 5.79 | 0.5295 | — | — | 5.06 | |
| AS w. SAN2021.04 | — | 7.74 | 0.516 | — | — | — | |
| AVS+SANBounding box source=WFLW benchmark2022.10 | — | — | — | — | — | 5.6 | |
| AWing2021.04 | — | 5.98 | 0.502 | — | — | — | |
| AWingBounding box source=WFLW benchmark2022.10 | — | — | — | — | — | 5.19 | |
| AWingBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 4.21 | 0.5275 | — | — | 4.99 | |
| DeCaFABounding box source=WFLW benchmark2022.10 | — | — | — | — | — | 5.74 | |
| GlomFaceBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 6.73 | — | — | — | 5.14 | |
| HIHBBackbone=Hourglass, Stacks=42021.04 | — | 5.16 | 0.539 | — | — | — | |
| HIHcBounding box source=GT landmarks (HRnet annotations), Face detector=RetinaFace2022.10 | — | 6.11 | 0.527 | — | — | 5 | |
| HIHSBackbone=Hourglass, Stacks=22021.04 | — | 5.29 | 0.535 | — | — | — | |
| HIHTBackbone=Hourglass, Stacks=12021.04 | — | 6.38 | 0.524 | — | — | — | |
| HRNet2021.04 | — | 8.29 | 0.459 | — | — | — | |
| LAB2021.04 | — | 13.72 | 0.449 | — | — | — | |
| LUVLi2021.04 | — | 6.39 | 0.505 | — | — | — | |
| LUVLIBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 6.39 | — | — | — | 5.29 | |
| SAN2021.04 | — | 11.28 | 0.456 | — | — | — | |
| SDFL2021.04 | — | 5.71 | 0.504 | — | — | — | |
| SDFLBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 5.71 | — | — | — | 5.19 | |
| SDL2021.04 | — | 5.29 | 0.524 | — | — | — | |
| SLDBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 5.29 | 0.5235 | — | — | 4.98 | |
| SLPT2021.04 | — | 5.98 | 0.515 | — | — | — | |
| SLPTLayers=122021.04 | — | 5.7 | 0.52 | — | — | — | |
| SPIGABounding box source=GT landmarks (HRnet annotations)2022.10 | — | 4.48 | 0.5331 | — | — | 4.95 | |
| SPLTBounding box source=GT landmarks (HRnet annotations)2022.10 | — | 5.98 | 0.515 | — | — | 5.06 |