Facial Landmark Detection on WFLW Blur
4.65Mean Error (%)SPIGA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPIGABounding box source=GT landmarks (HRnet annotations)2022.10 | 4.65 | 2.2 | — | 55.31 | |
| ADNetBounding box source=GT landmarks (HRnet annotations)2022.10 | 4.79 | 3.54 | — | 54.8 | |
| SPLTBounding box source=GT landmarks (HRnet annotations)2022.10 | 4.79 | 3.88 | — | 53.5 | |
| HIH2021.09 | 4.81 | 3.49 | — | 54.9 | |
| HIHcBounding box source=GT landmarks (HRnet annotations), Face detector=RetinaFace2022.10 | 4.81 | 3.49 | — | 54.9 | |
| DAG2020.04 | 4.82 | 4.01 | 0.5329 | — | |
| AWingBounding box source=GT landmarks (HRnet annotations)2022.10 | 4.82 | 2.72 | — | 53.93 | |
| SLDBounding box source=GT landmarks (HRnet annotations)2022.10 | 4.82 | 4.01 | — | 53.29 | |
| STYLEfocus on data augmentation=true2020.04 | 4.86 | 4.4 | 0.5513 | — | |
| AVS+SANBounding box source=WFLW benchmark2022.10 | 4.86 | — | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM, Uses External Area Data=false2020.03 | 4.86 | — | — | — | |
| LOTR-HR+2021.09 | 4.89 | 5.19 | — | 55.53 | |
| GV(HRNet)Backbone=HRNet2021.11 | 4.93 | 5.05 | 0.5242 | — | |
| GV2021.09 | 4.93 | 5.05 | — | 52.42 | |
| LUVLIBounding box source=GT landmarks (HRnet annotations)2022.10 | 4.94 | 3.23 | — | — | |
| AWINGfocus on loss function=true2020.04 | 4.96 | 3.75 | 0.512 | — | |
| AWing2021.09 | 4.96 | 3.75 | — | 51.2 | |
| AWingBounding box source=WFLW benchmark2022.10 | 4.96 | — | — | — | |
| AWingYear=2019, Backbone=Hourglass, Uses External Area Data=false2020.03 | 4.96 | — | — | — | |
| PIPNetBackbone=ResNet-101, Uses External Area Data=false2020.03 | 5.02 | — | — | — | |
| SDFLBounding box source=GT landmarks (HRnet annotations)2022.10 | 5.08 | 3.62 | — | — | |
| PIPNetBackbone=ResNet-50, Uses External Area Data=false2020.03 | 5.19 | — | — | — | |
| PIPNetBackbone=ResNet-18, Uses External Area Data=false2020.03 | 5.25 | — | — | — | |
| PIPNetBackbone=MobileNetV3, Uses External Area Data=false2020.03 | 5.31 | — | — | — | |
| DeCaFABounding box source=WFLW benchmark2022.10 | 5.38 | — | — | — | |
| DeCaFA*Year=2019, Backbone=Cascaded U-net, Uses External Area Data=true2020.03 | 5.38 | — | — | — | |
| 3DDE2021.11 | 5.41 | 6.72 | 0.4957 | — | |
| 3DDEBounding box source=WFLW benchmark2022.10 | 5.41 | — | — | — | |
| 3DDE*Year=2019, Uses External Area Data=true2020.03 | 5.41 | — | — | — | |
| HRNet18Backbone=HRNet182020.04 | 5.42 | 6.34 | 0.4515 | — | |
| HRNetYear=2019, Backbone=HRNetV2-W18, Uses External Area Data=false2020.03 | 5.42 | — | — | — | |
| AVS w/ LABYear=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 5.43 | — | — | — | |
| PIPNetBackbone=MobileNetV2, Uses External Area Data=false2020.03 | 5.53 | — | — | — | |
| SANfocus on data augmentation=true2020.04 | 5.8 | 6.6 | 0.4932 | — | |
| WINGfocus on loss function=true2020.04 | 5.81 | 7.76 | 0.4932 | — | |
| ResNet50(Wing+PDB)Backbone=ResNet-502021.11 | 5.81 | 7.76 | 0.4918 | — | |
| Wing2021.09 | 5.81 | 7.76 | — | 49.18 | |
| WingYear=2018, Backbone=ResNet-50, Uses External Area Data=false2020.03 | 5.81 | — | — | — | |
| AVS w/ Res-18Year=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 5.86 | — | — | — | |
| LAB2020.04 | 6.32 | 10.74 | 0.463 | — | |
| LAB2021.11 | 6.32 | 10.74 | 0.463 | — | |
| LAB2021.09 | 6.32 | 10.74 | — | 46.3 | |
| LABYear=2018, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 6.32 | — | — | — | |
| DVLN2020.04 | 6.88 | 13.71 | 0.3973 | — | |
| DVLN2021.11 | 6.88 | 13.71 | 0.3973 | — | |
| efnRole=Teacher Network2021.11 | 8.69 | 23.8 | 0.4067 | — | |
| mnv2KDBackbone=MobileNetV2, Training=Knowledge Distillation2021.11 | 9.4 | 29.1 | 0.3521 | — | |
| mnv2Backbone=MobileNetV22021.11 | 9.88 | 33.63 | 0.3166 | — | |
| CFSS2020.04 | 9.96 | 23.67 | 0.3037 | — | |
| ADNet2021.04 | — | 3.54 | 0.548 | — | |
| AS w. SAN2021.04 | — | 4.4 | 0.551 | — | |
| AWing2021.04 | — | 3.75 | 0.512 | — | |
| HIHBBackbone=Hourglass, Stacks=42021.04 | — | 3.1 | 0.561 | — | |
| HIHSBackbone=Hourglass, Stacks=22021.04 | — | 3.23 | 0.558 | — | |
| HIHTBackbone=Hourglass, Stacks=12021.04 | — | 3.62 | 0.545 | — | |
| HRNet2021.04 | — | 6.34 | 0.452 | — | |
| LAB2021.04 | — | 10.74 | 0.463 | — | |
| LUVLi2021.04 | — | 3.23 | 0.525 | — | |
| SAN2021.04 | — | 6.6 | 0.493 | — | |
| SDFL2021.04 | — | 3.62 | 0.515 | — | |
| SDL2021.04 | — | 4.01 | 0.533 | — | |
| SLPT2021.04 | — | 3.88 | 0.535 | — | |
| SLPTLayers=122021.04 | — | 3.88 | 0.537 | — |