Facial Landmark Detection on WFLW Pose
6.96Mean Error (%)ADNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ADNetBounding box source=GT landmarks (HRnet annotations)2022.10 | 6.96 | 12.72 | 0.3441 | — | — | |
| SPLTBounding box source=GT landmarks (HRnet annotations)2022.10 | 6.96 | 12.27 | 0.348 | — | — | |
| SPIGABounding box source=GT landmarks (HRnet annotations)2022.10 | 7.14 | 11.66 | 0.3531 | — | — | |
| HIH2021.09 | 7.2 | — | — | 15.03 | 34.2 | |
| HIHcBounding box source=GT landmarks (HRnet annotations), Face detector=RetinaFace2022.10 | 7.2 | 15.03 | 0.342 | — | — | |
| AWingBounding box source=GT landmarks (HRnet annotations)2022.10 | 7.21 | 9.2 | 0.3337 | — | — | |
| DAG2020.04 | 7.36 | 15.95 | 0.315 | — | — | |
| SLDBounding box source=GT landmarks (HRnet annotations)2022.10 | 7.36 | 15.95 | 0.315 | — | — | |
| AWINGfocus on loss function=true2020.04 | 7.38 | 13.5 | 0.312 | — | — | |
| AWing2021.09 | 7.38 | — | — | 13.5 | 31.2 | |
| AWingBounding box source=WFLW benchmark2022.10 | 7.38 | — | — | — | — | |
| AWingYear=2019, Backbone=Hourglass, Uses External Area Data=false2020.03 | 7.38 | — | — | — | — | |
| GV(HRNet)Backbone=HRNet2021.11 | 7.41 | 16.26 | 0.3166 | — | — | |
| GV2021.09 | 7.41 | — | — | 16.26 | 31.66 | |
| SDFLBounding box source=GT landmarks (HRnet annotations)2022.10 | 7.42 | 12.88 | — | — | — | |
| LOTR-HR+2021.09 | 7.5 | — | — | 16.31 | 36.59 | |
| PIPNetBackbone=ResNet-101, Uses External Area Data=false2020.03 | 7.51 | — | — | — | — | |
| LUVLIBounding box source=GT landmarks (HRnet annotations)2022.10 | 7.56 | 15.95 | — | — | — | |
| HRNet18Backbone=HRNet182020.04 | 7.94 | 23.01 | 0.2506 | — | — | |
| HRNetYear=2019, Backbone=HRNetV2-W18, Uses External Area Data=false2020.03 | 7.94 | — | — | — | — | |
| PIPNetBackbone=ResNet-50, Uses External Area Data=false2020.03 | 7.98 | — | — | — | — | |
| PIPNetBackbone=ResNet-18, Uses External Area Data=false2020.03 | 8.02 | — | — | — | — | |
| DeCaFABounding box source=WFLW benchmark2022.10 | 8.11 | — | — | — | — | |
| DeCaFA*Year=2019, Backbone=Cascaded U-net, Uses External Area Data=true2020.03 | 8.11 | — | — | — | — | |
| GlomFaceBounding box source=GT landmarks (HRnet annotations)2022.10 | 8.17 | 17.48 | — | — | — | |
| AVS w/ LABYear=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 8.21 | — | — | — | — | |
| PIPNetBackbone=MobileNetV3, Uses External Area Data=false2020.03 | 8.22 | — | — | — | — | |
| STYLEfocus on data augmentation=true2020.04 | 8.42 | 18.1 | 0.3109 | — | — | |
| AVS+SANBounding box source=WFLW benchmark2022.10 | 8.42 | — | — | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM, Uses External Area Data=false2020.03 | 8.42 | — | — | — | — | |
| WingYear=2018, Backbone=ResNet-50, Uses External Area Data=false2020.03 | 8.43 | — | — | — | — | |
| 3DDE2021.11 | 8.62 | 22.39 | 0.264 | — | — | |
| 3DDEBounding box source=WFLW benchmark2022.10 | 8.62 | — | — | — | — | |
| 3DDE*Year=2019, Uses External Area Data=true2020.03 | 8.62 | — | — | — | — | |
| WINGfocus on loss function=true2020.04 | 8.75 | 22.7 | 0.31 | — | — | |
| ResNet50(Wing+PDB)Backbone=ResNet-502021.11 | 8.75 | 22.7 | 0.31 | — | — | |
| Wing2021.09 | 8.75 | — | — | 22.7 | 31 | |
| PIPNetBackbone=MobileNetV2, Uses External Area Data=false2020.03 | 8.76 | — | — | — | — | |
| AVS w/ Res-18Year=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 9.1 | — | — | — | — | |
| LAB2020.04 | 10.24 | 28.83 | 0.2345 | — | — | |
| LAB2021.11 | 10.24 | 28.83 | 0.2345 | — | — | |
| LAB2021.09 | 10.24 | — | — | 28.83 | 23.45 | |
| LABYear=2018, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 10.24 | — | — | — | — | |
| SANfocus on data augmentation=true2020.04 | 10.39 | 27.91 | 0.2355 | — | — | |
| DVLN2020.04 | 11.54 | 46.93 | 0.1474 | — | — | |
| DVLN2021.11 | 11.54 | 46.93 | 0.1474 | — | — | |
| efnRole=Teacher Network2021.11 | 14.15 | 70.55 | 0.0905 | — | — | |
| mnv2KDBackbone=MobileNetV2, Training=Knowledge Distillation2021.11 | 15.06 | 81.59 | 0.053 | — | — | |
| mnv2Backbone=MobileNetV22021.11 | 16.06 | 86.5 | 0.0321 | — | — | |
| CFSS2020.04 | 21.36 | 66.26 | 0.0632 | — | — | |
| ADNet2021.04 | — | 12.72 | 0.344 | — | — | |
| AS w. SAN2021.04 | — | 18.1 | 0.311 | — | — | |
| AWing2021.04 | — | 13.5 | 0.312 | — | — | |
| HIHBBackbone=Hourglass, Stacks=42021.04 | — | 12.88 | 0.358 | — | — | |
| HIHSBackbone=Hourglass, Stacks=22021.04 | — | 13.49 | 0.346 | — | — | |
| HIHTBackbone=Hourglass, Stacks=12021.04 | — | 13.8 | 0.337 | — | — | |
| HRNet2021.04 | — | 23.01 | 0.251 | — | — | |
| LAB2021.04 | — | 28.83 | 0.235 | — | — | |
| LUVLi2021.04 | — | 15.95 | 0.31 | — | — | |
| SAN2021.04 | — | 27.91 | 0.236 | — | — | |
| SDFL2021.04 | — | 12.88 | 0.315 | — | — | |
| SDL2021.04 | — | 15.95 | 0.315 | — | — | |
| SLPT2021.04 | — | 12.27 | 0.348 | — | — | |
| SLPTLayers=122021.04 | — | 11.96 | 0.349 | — | — |