Facial Landmark Detection on 300W (Common, Challenge, Fullset)
2.87NMESTAR loss (smooth-l1 distance)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| STAR loss (smooth-l1 distance)Backbone=Hourglass, Param. (M)=13.372023.06 | 2.87 | — | — | — | — | — | — | — | |
| ADNetBackbone=Hourglass, Param. (M)=13.372023.06 | 2.93 | — | — | — | — | — | — | — | |
| DTLDBackbone=ResNet-18, Param. (M)=13.32023.06 | 2.96 | — | — | — | — | — | — | — | |
| RePFormerBackbone=ResNet-1012023.06 | 3.01 | — | — | — | — | — | — | — | |
| DAGBackbone=HRNet-W182023.06 | 3.04 | — | — | — | — | — | — | — | |
| AwingBackbone=Hourglass, Param. (M)=25.12023.06 | 3.07 | — | — | — | — | — | — | — | |
| AWingYear=2019, Backbone=Hourglass, External area data for training=false2020.03 | 3.07 | — | — | — | — | — | — | — | |
| HIHBackbone=Hourglass, Param. (M)=22.682023.06 | 3.09 | — | — | — | — | — | — | — | |
| SLLearning Paradigm=Oracle2024.04 | 3.1 | — | — | — | — | — | — | — | |
| 3DDEYear=2019, External area data for training=true2020.03 | 3.13 | — | — | — | — | — | — | — | |
| SLPTBackbone=HRNet-W18C-lite, Param. (M)=9.982023.06 | 3.17 | — | — | — | — | — | — | — | |
| PIPNetBackbone=ResNet-101, Param. (M)=45.72023.06 | 3.19 | — | — | — | — | — | — | — | |
| PIPNetBackbone=ResNet-1012020.03 | 3.19 | — | — | — | — | — | — | — | |
| Conditional Face WarpingLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 3.2 | — | — | — | — | — | — | — | |
| LUVLiBackbone=DU-Net2023.06 | 3.23 | — | — | — | — | — | — | — | |
| LUVLiYear=2020, Backbone=DU-Net, External area data for training=false2020.03 | 3.23 | — | — | — | — | — | — | — | |
| DCFEYear=2018, External area data for training=true2020.03 | 3.24 | — | — | — | — | — | — | — | |
| PIPNetBackbone=ResNet-502020.03 | 3.24 | — | — | — | — | — | — | — | |
| SL+CycleGANLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 3.27 | — | — | — | — | — | — | — | |
| HG-HSLEYear=2019, Backbone=Hourglass, External area data for training=false2020.03 | 3.28 | — | — | — | — | — | — | — | |
| HRNetBackbone=HRNet-W18, Param. (M)=9.72023.06 | 3.32 | — | — | — | — | — | — | — | |
| HRNetYear=2019, Backbone=HRNetV2-W18, External area data for training=false2020.03 | 3.32 | — | — | — | — | — | — | — | |
| SL+FDALearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 3.34 | — | — | — | — | — | — | — | |
| Conditional Face WarpingLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 3.34 | — | — | — | — | — | — | — | |
| PIPNetBackbone=MobileNetV32020.03 | 3.36 | — | — | — | — | — | — | — | |
| PIPNetBackbone=ResNet-182020.03 | 3.36 | — | — | — | — | — | — | — | |
| SL+RevGradLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 3.38 | — | — | — | — | — | — | — | |
| SL+ASNLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 3.38 | — | — | — | — | — | — | — | |
| DeCaFaBackbone=U-Net, Param. (M)=102023.06 | 3.39 | — | — | — | — | — | — | — | |
| DeCaFAYear=2019, Backbone=Cascaded U-net, External area data for training=true2020.03 | 3.39 | — | — | — | — | — | — | — | |
| PIPNetBackbone=MobileNetV22020.03 | 3.4 | — | — | — | — | — | — | — | |
| SL+BDLLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 3.44 | — | — | — | — | — | — | — | |
| SL+ASNLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 3.46 | — | — | — | — | — | — | — | |
| LABBackbone=Hourglass, Param. (M)=12.262023.06 | 3.49 | — | — | — | — | — | — | — | |
| LABYear=2018, Backbone=ResNet-18, External area data for training=false2020.03 | 3.49 | — | — | — | — | — | — | — | |
| TS^3Year=2019, Backbone=Hourglass+CPM, External area data for training=true2020.03 | 3.49 | — | — | — | — | — | — | — | |
| ADAYear=2020, Backbone=Hourglass, External area data for training=false2020.03 | 3.5 | — | — | — | — | — | — | — | |
| SL+CycleGANLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 3.52 | — | — | — | — | — | — | — | |
| SL+RevGradLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 3.55 | — | — | — | — | — | — | — | |
| SL+FDALearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 3.68 | — | — | — | — | — | — | — | |
| DeCaFAYear=2019, Backbone=Cascaded U-net, External area data for training=false2020.03 | 3.69 | — | — | — | — | — | — | — | |
| TS^3Year=2019, Backbone=Hourglass+CPM, External area data for training=false2020.03 | 3.78 | — | — | — | — | — | — | — | |
| SL+BDLLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 3.84 | — | — | — | — | — | — | — | |
| AVS + SANBackbone=ITN-CPM2023.06 | 3.86 | — | — | — | — | — | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM, External area data for training=false2020.03 | 3.86 | — | — | — | — | — | — | — | |
| LaplaceKLYear=2019, External area data for training=true2020.03 | 3.91 | — | — | — | — | — | — | — | |
| SANYear=2018, Backbone=ITN-CPM, External area data for training=false2020.03 | 3.98 | — | — | — | — | — | — | — | |
| LaplaceKLYear=2019, External area data for training=false2020.03 | 4.01 | — | — | — | — | — | — | — | |
| ODNYear=2019, Backbone=ResNet-18, External area data for training=false2020.03 | 4.17 | — | — | — | — | — | — | — | |
| RCN+Year=2018, External area data for training=false2020.03 | 4.9 | — | — | — | — | — | — | — | |
| TSRYear=2017, External area data for training=false2020.03 | 4.99 | — | — | — | — | — | — | — | |
| RCNYear=2016, External area data for training=false2020.03 | 5.41 | — | — | — | — | — | — | — | |
| 2D-FANPre-trained on 300W-LP-2D=true2022.08 | — | — | — | — | — | — | 2.32 | 66.5 | |
| 3DDFANormalization=Inter-Pupil Normalization, Year=20162020.04 | — | 6.15 | 10.59 | 7.01 | — | — | — | — | |
| ADNet2026.01 | — | — | — | — | 2.93 | — | — | — | |
| AWing2026.01 | — | — | — | — | 3.07 | — | — | — | |
| AWINGNormalization=Inter-Pupil Normalization, Year=20192020.04 | — | 3.77 | 6.52 | 4.31 | — | — | — | — | |
| CFANNormalization=Inter-Pupil Normalization, Year=20142020.04 | — | 5.5 | 16.78 | 7.69 | — | — | — | — | |
| CFSSNormalization=Inter-Pupil Normalization, Year=20152020.04 | — | 4.73 | 9.98 | 5.76 | — | — | — | — | |
| CNN-CRFArchitecture=4-stack2020.10 | — | — | — | — | 3.3 | 4.63 | — | — | |
| DAG (Ours)Normalization=Inter-Pupil Normalization, Year=20202020.04 | — | 3.64 | 6.88 | 4.27 | — | — | — | — | |
| DCFENormalization=Inter-Pupil Normalization, Year=20182020.04 | — | 3.83 | 7.54 | 4.55 | — | — | — | — | |
| DTLD2026.01 | — | — | — | — | 2.96 | — | — | — | |
| DTLD-sPre-trained on 300W-LP-2D=false2022.08 | — | — | — | — | — | — | 2.05 | 70.9 | |
| DVLNNormalization=Inter-Pupil Normalization, Year=20172020.04 | — | 3.94 | 7.62 | 4.66 | — | — | — | — | |
| ESRNormalization=Inter-Pupil Normalization, Year=20142020.04 | — | 5.28 | 17 | 7.58 | — | — | — | — | |
| FGTBT2026.01 | — | — | — | — | 3.06 | — | — | — | |
| GFL2026.01 | — | — | — | — | 3.2 | — | — | — | |
| GlomFace2026.01 | — | — | — | — | 3.13 | — | — | — | |
| HG-HSLENormalization=Inter-Pupil Normalization, Year=20192020.04 | — | 3.94 | 7.24 | 4.59 | — | — | — | — | |
| HGs2026.01 | — | — | — | — | 4.41 | — | — | — | |
| KDNPre-trained on 300W-LP-2D=false2022.08 | — | — | — | — | — | — | 2.49 | 67.3 | |
| KDNPre-trained on 300W-LP-2D=true2022.08 | — | — | — | — | — | — | 2.21 | 68.3 | |
| LABNormalization=Inter-Pupil Normalization, Year=20182020.04 | — | 3.42 | 6.98 | 4.12 | — | — | — | — | |
| LABArchitecture=4-stack2020.10 | — | — | — | — | 3.49 | 4.92 | — | — | |
| LAB2026.01 | — | — | — | — | 3.49 | — | — | — | |
| LBFNormalization=Inter-Pupil Normalization, Year=20142020.04 | — | 4.95 | 11.98 | 6.32 | — | — | — | — | |
| LUVLi2026.01 | — | — | — | — | 3.23 | — | — | — | |
| LUVLiPre-trained on 300W-LP-2D=false2022.08 | — | — | — | — | — | — | 2.24 | 68.3 | |
| LUVLiPre-trained on 300W-LP-2D=true2022.08 | — | — | — | — | — | — | 2.1 | 70.2 | |
| MDM2020.10 | — | — | — | — | 4.05 | 5.88 | — | — | |
| MDM2026.01 | — | — | — | — | 4.99 | — | — | — | |
| ODN2026.01 | — | — | — | — | 4.17 | — | — | — | |
| PicassoNet2026.01 | — | — | — | — | 3.58 | — | — | — | |
| RCNNormalization=Inter-Pupil Normalization, Year=20162020.04 | — | 4.67 | 8.44 | 5.41 | — | — | — | — | |
| RDR2020.10 | — | — | — | — | 5.8 | — | — | — | |
| SAN2020.10 | — | — | — | — | 3.98 | — | — | — | |
| SANPre-trained on 300W-LP-2D=true2022.08 | — | — | — | — | — | — | 2.86 | 59.7 | |
| SBRWeak Supervision Source=YouTube-Face2026.01 | — | — | — | — | — | 4.1 | — | — | |
| SDMNormalization=Inter-Pupil Normalization, Year=20132020.04 | — | 5.57 | 15.4 | 7.52 | — | — | — | — | |
| Semi-SCPANWeak Supervision Source=CelebA2026.01 | — | — | — | — | — | 3.52 | — | — | |
| SeqMTNormalization=Inter-Pupil Normalization, Year=20182020.04 | — | 4.84 | 9.93 | 5.74 | — | — | — | — | |
| SHT-MWeak Supervision Source=YouTube-Face, Input Resolution=64x64x32026.01 | — | — | — | — | — | 3.59 | — | — | |
| SHT-MWeak Supervision Source=AFLW, Input Resolution=64x64x32026.01 | — | — | — | — | — | 3.53 | — | — | |
| SHT-M-iWeak Supervision Source=CelebA, Input Resolution=64x64x32026.01 | — | — | — | — | — | 3.59 | — | — | |
| SLPT2026.01 | — | — | — | — | 3.17 | — | — | — | |
| SoftlabelPre-trained on 300W-LP-2D=true2022.08 | — | — | — | — | — | — | 2.32 | 66.6 | |
| STYLENormalization=Inter-Pupil Normalization, Year=20192020.04 | — | 3.98 | 7.21 | 4.54 | — | — | — | — | |
| TCDCNNormalization=Inter-Pupil Normalization, Year=20152020.04 | — | 4.8 | 8.6 | 5.54 | — | — | — | — | |
| TSWeak Supervision Source=AFLW2026.01 | — | — | — | — | — | 3.49 | — | — |