Facial Landmark Detection on WFLW (Full)
3.72NME (%)Ours
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours2021.11 | 3.72 | 0.631 | 1.55 | |
| OccFace2026.02 | 3.77 | 0.639 | 1.68 | |
| ORFormer2026.02 | 3.86 | 0.622 | 1.76 | |
| STAR loss (smooth-l1 distance)Backbone=Hourglass, Param. (M)=13.372023.06 | 4.02 | 0.605 | 2.32 | |
| STAR2026.02 | 4.03 | 0.611 | 2.32 | |
| HIHBackbone=Hourglass, Param. (M)=22.682023.06 | 4.08 | 0.605 | 2.6 | |
| DTLDBackbone=ResNet-18, Param. (M)=13.32023.06 | 4.08 | — | 2.76 | |
| HIH2026.02 | 4.08 | 0.605 | 2.6 | |
| RePFormerBackbone=ResNet-1012023.06 | 4.11 | — | — | |
| ADNetBackbone=Hourglass, Param. (M)=13.372023.06 | 4.14 | 0.602 | 2.72 | |
| SLPTBackbone=HRNet-W18C-lite, Param. (M)=9.982023.06 | 4.14 | 0.595 | 2.76 | |
| ADNet2026.02 | 4.14 | 0.602 | 2.72 | |
| SLPT2026.02 | 4.14 | 0.595 | 2.76 | |
| BarrelNet (ours)Backbone=ResNet-1012021.05 | 4.2 | — | — | |
| DAGYear=2020, Backbone=HRNet-W182021.05 | 4.21 | — | — | |
| GCN2021.11 | 4.21 | 0.589 | 3.04 | |
| DAGBackbone=HRNet-W182023.06 | 4.21 | 0.589 | 3.04 | |
| BarrelNet (ours)Backbone=ResNet-502021.05 | 4.24 | — | — | |
| Baseline (ours)Backbone=ResNet-1012021.05 | 4.25 | — | — | |
| ViTPose2026.02 | 4.26 | 0.588 | 2.94 | |
| PIPNetYear=2020, Backbone=ResNet-1012021.05 | 4.31 | — | — | |
| Baseline (ours)Backbone=ResNet-502021.05 | 4.31 | — | — | |
| PIPNetBackbone=ResNet-101, Param. (M)=45.72023.06 | 4.31 | — | — | |
| PIPNetBackbone=ResNet-101, Uses External Area Data=false2020.03 | 4.31 | — | — | |
| AWingYear=2019, Backbone=Hourglass2021.05 | 4.36 | — | — | |
| AWing2021.11 | 4.36 | 0.572 | 2.84 | |
| AwingBackbone=Hourglass, Param. (M)=25.12023.06 | 4.36 | 0.572 | 2.84 | |
| AWing2026.02 | 4.36 | 0.572 | 2.84 | |
| AWingYear=2019, Backbone=Hourglass, Uses External Area Data=false2020.03 | 4.36 | — | — | |
| LUVLiYear=2020, Backbone=DU-Net2021.05 | 4.37 | — | — | |
| LUVLi2021.11 | 4.37 | 0.577 | 3.12 | |
| LUVLiBackbone=DU-Net2023.06 | 4.37 | 0.577 | 3.12 | |
| LUVLi2026.02 | 4.37 | 0.577 | 3.12 | |
| LUVLiYear=2020, Backbone=DU-Net, Uses External Area Data=false2020.03 | 4.37 | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM2021.05 | 4.39 | — | — | |
| AVS2021.11 | 4.39 | 0.591 | 4.08 | |
| AVS + SANBackbone=ITN-CPM2023.06 | 4.39 | 0.591 | 4.08 | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM, Uses External Area Data=false2020.03 | 4.39 | — | — | |
| BarrelNet (ours)Backbone=ResNet-182021.05 | 4.42 | — | — | |
| Baseline (ours)Backbone=ResNet-182021.05 | 4.47 | — | — | |
| PIPNetYear=2020, Backbone=ResNet-502021.05 | 4.48 | — | — | |
| PIPNetBackbone=ResNet-50, Uses External Area Data=false2020.03 | 4.48 | — | — | |
| PIPNetYear=2020, Backbone=ResNet-182021.05 | 4.57 | — | — | |
| PIPNetBackbone=ResNet-18, Uses External Area Data=false2020.03 | 4.57 | — | — | |
| HRNetYear=2019, Backbone=HRNet-W182021.05 | 4.6 | — | — | |
| HRNetBackbone=HRNet-W18, Param. (M)=9.72023.06 | 4.6 | — | 4.64 | |
| HRNetYear=2019, Backbone=HRNetV2-W18, Uses External Area Data=false2020.03 | 4.6 | — | — | |
| DeCaFa2021.11 | 4.62 | 0.563 | 4.84 | |
| DeCaFaBackbone=U-Net, Param. (M)=102023.06 | 4.62 | 0.563 | 4.84 | |
| DeCaFA*Year=2019, Backbone=Cascaded U-net, Uses External Area Data=true2020.03 | 4.62 | — | — | |
| PIPNetBackbone=MobileNetV3, Uses External Area Data=false2020.03 | 4.65 | — | — | |
| 3DDE*Year=2019, Uses External Area Data=true2020.03 | 4.68 | — | — | |
| AVS w/ LABYear=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 4.76 | — | — | |
| MHHN2021.11 | 4.77 | — | — | |
| PIPNetBackbone=MobileNetV2, Uses External Area Data=false2020.03 | 4.79 | — | — | |
| WingYear=2018, Backbone=ResNet-502021.05 | 4.99 | — | — | |
| WingBackbone=ResNet-50, Param. (M)=252023.06 | 4.99 | 0.55 | 6 | |
| WingYear=2018, Backbone=ResNet-50, Uses External Area Data=false2020.03 | 4.99 | — | — | |
| DeCaFAYear=2019, Backbone=Cascaded U-net2021.05 | 5.01 | — | — | |
| DeCaFAYear=2019, Backbone=Cascaded U-net, Uses External Area Data=false2020.03 | 5.01 | — | — | |
| Wing2021.11 | 5.11 | 0.554 | 6 | |
| AVS w/ Res-18Year=2019, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 5.25 | — | — | |
| LABYear=2018, Backbone=ResNet-182021.05 | 5.27 | — | — | |
| LABBackbone=Hourglass, Param. (M)=12.262023.06 | 5.27 | 0.532 | 7.56 | |
| LABYear=2018, Backbone=ResNet-18, Uses External Area Data=false2020.03 | 5.27 | — | — | |
| ADNet2021.04 | — | 0.602 | 2.72 | |
| AS w. SAN2021.04 | — | 0.591 | 4.08 | |
| AWing2021.04 | — | 0.572 | 2.84 | |
| HIHBBackbone=Hourglass, Stacks=42021.04 | — | 0.605 | 2.6 | |
| HIHSBackbone=Hourglass, Stacks=22021.04 | — | 0.602 | 2.8 | |
| HIHTBackbone=Hourglass, Stacks=12021.04 | — | 0.593 | 2.92 | |
| HRNet2021.04 | — | 0.524 | 4.64 | |
| LAB2021.04 | — | 0.532 | 7.56 | |
| LUVLi2021.04 | — | 0.557 | 3.12 | |
| SAN2021.04 | — | 0.536 | 6.32 | |
| SDFL2021.04 | — | 0.576 | 2.72 | |
| SDL2021.04 | — | 0.589 | 3.04 | |
| SLPT2021.04 | — | 0.595 | 2.76 | |
| SLPTLayers=122021.04 | — | 0.596 | 2.72 |