Facial Landmark Detection on WFLW Illumination
1.58Failure Rate @0.1SPIGA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPIGABounding box source=GT landmarks (HRnet annotations)2022.10 | 1.58 | — | — | 4 | 61.31 | |
| SLPT2021.04 | 1.86 | — | 0.601 | — | — | |
| SPLTBounding box source=GT landmarks (HRnet annotations)2022.10 | 1.86 | — | — | 4.05 | 60.1 | |
| AWingBounding box source=GT landmarks (HRnet annotations)2022.10 | 2.01 | — | — | 4.23 | 59.58 | |
| LUVLi2021.04 | 2.15 | — | 0.584 | — | — | |
| SLPTLayers=122021.04 | 2.15 | — | 0.603 | — | — | |
| LUVLIBounding box source=GT landmarks (HRnet annotations)2022.10 | 2.15 | — | — | 4.3 | — | |
| HIHTBackbone=Hourglass, Stacks=12021.04 | 2.43 | — | 0.606 | — | — | |
| HIHBBackbone=Hourglass, Stacks=42021.04 | 2.43 | — | 0.613 | — | — | |
| ADNet2021.04 | 2.44 | — | 0.58 | — | — | |
| ADNetBounding box source=GT landmarks (HRnet annotations)2022.10 | 2.44 | — | — | 4.09 | 58.05 | |
| HIHSBackbone=Hourglass, Stacks=22021.04 | 2.57 | — | 0.613 | — | — | |
| AWINGfocus on loss function=true2020.04 | 2.58 | 4.32 | 0.5777 | — | — | |
| AWing2021.04 | 2.58 | — | 0.578 | — | — | |
| SDFL2021.04 | 2.58 | — | 0.585 | — | — | |
| AWing2021.09 | 2.58 | 4.32 | 0.5777 | — | — | |
| HIH2021.09 | 2.58 | 4.45 | 0.606 | — | — | |
| SDFLBounding box source=GT landmarks (HRnet annotations)2022.10 | 2.58 | — | — | 4.29 | — | |
| HIHcBounding box source=GT landmarks (HRnet annotations), Face detector=RetinaFace2022.10 | 2.58 | — | — | 4.45 | 60.6 | |
| STYLEfocus on data augmentation=true2020.04 | 2.72 | 4.24 | 0.5715 | — | — | |
| DAG2020.04 | 2.72 | 4.12 | 0.5953 | — | — | |
| AS w. SAN2021.04 | 2.72 | — | 0.609 | — | — | |
| SDL2021.04 | 2.72 | — | 0.595 | — | — | |
| SLDBounding box source=GT landmarks (HRnet annotations)2022.10 | 2.72 | — | — | 4.12 | 59.53 | |
| LOTR-HR+2021.09 | 3.16 | 4.21 | 0.6092 | — | — | |
| GV(HRNet)Backbone=HRNet2021.11 | 3.3 | 4.24 | 0.5863 | — | — | |
| GV2021.09 | 3.3 | 4.24 | 0.5863 | — | — | |
| 3DDE2021.11 | 3.86 | 4.65 | 0.5602 | — | — | |
| WINGfocus on loss function=true2020.04 | 4.3 | 4.93 | 0.5408 | — | — | |
| ResNet50(Wing+PDB)Backbone=ResNet-502021.11 | 4.3 | 4.93 | 0.5408 | — | — | |
| Wing2021.09 | 4.3 | 4.93 | 0.5408 | — | — | |
| HRNet18Backbone=HRNet182020.04 | 4.72 | 4.55 | 0.5326 | — | — | |
| HRNet2021.04 | 4.72 | — | 0.533 | — | — | |
| SANfocus on data augmentation=true2020.04 | 4.87 | 5.19 | 0.5552 | — | — | |
| SAN2021.04 | 4.87 | — | 0.555 | — | — | |
| LAB2020.04 | 6.73 | 5.23 | 0.5433 | — | — | |
| LAB2021.11 | 6.73 | 5.23 | 0.5433 | — | — | |
| LAB2021.04 | 6.73 | — | 0.543 | — | — | |
| LAB2021.09 | 6.73 | 5.23 | 0.5433 | — | — | |
| DVLN2020.04 | 7.31 | 5.73 | 0.4743 | — | — | |
| DVLN2021.11 | 7.31 | 5.73 | 0.4743 | — | — | |
| efnRole=Teacher Network2021.11 | 16.04 | 7.6 | 0.4944 | — | — | |
| CFSS2020.04 | 17.34 | 8.3 | 0.3854 | — | — | |
| mnv2KDBackbone=MobileNetV2, Training=Knowledge Distillation2021.11 | 19.91 | 8.15 | 0.4377 | — | — | |
| mnv2Backbone=MobileNetV22021.11 | 23.35 | 8.72 | 0.4015 | — | — | |
| 3DDEBounding box source=WFLW benchmark2022.10 | — | — | — | 4.65 | — | |
| 3DDE*Year=2019, Uses External Area Data=true2020.03 | — | 4.65 | — | — | — | |
| AVS w/ LABYear=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | — | 4.51 | — | — | — | |
| AVS w/ Res-18Year=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | — | 4.93 | — | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM, Uses External Area Data=false2020.03 | — | 4.24 | — | — | — | |
| AVS+SANBounding box source=WFLW benchmark2022.10 | — | — | — | 4.24 | — | |
| AWingBounding box source=WFLW benchmark2022.10 | — | — | — | 4.32 | — | |
| AWingYear=2019, Backbone=Hourglass, Uses External Area Data=false2020.03 | — | 4.32 | — | — | — | |
| DeCaFABounding box source=WFLW benchmark2022.10 | — | — | — | 4.41 | — | |
| DeCaFA*Year=2019, Backbone=Cascaded U-net, Uses External Area Data=true2020.03 | — | 4.41 | — | — | — | |
| HRNetYear=2019, Backbone=HRNetV2-W18, Uses External Area Data=false2020.03 | — | 4.55 | — | — | — | |
| LABYear=2018, Backbone=ResNet-18, Uses External Area Data=false2020.03 | — | 5.23 | — | — | — | |
| PIPNetBackbone=MobileNetV2, Uses External Area Data=false2020.03 | — | 4.56 | — | — | — | |
| PIPNetBackbone=MobileNetV3, Uses External Area Data=false2020.03 | — | 4.49 | — | — | — | |
| PIPNetBackbone=ResNet-18, Uses External Area Data=false2020.03 | — | 4.39 | — | — | — | |
| PIPNetBackbone=ResNet-50, Uses External Area Data=false2020.03 | — | 4.35 | — | — | — | |
| PIPNetBackbone=ResNet-101, Uses External Area Data=false2020.03 | — | 4.19 | — | — | — | |
| WingYear=2018, Backbone=ResNet-50, Uses External Area Data=false2020.03 | — | 4.88 | — | — | — |