Facial Landmark Detection on 300-W (Common)
0.0241NMEADA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ADAYear=2020, Backbone=Hourglass2021.05 | 0.0241 | — | — | |
| DAGYear=2020, Backbone=HRNet-W182021.05 | 0.0262 | — | — | |
| AWingYear=2019, Backbone=Hourglass2021.05 | 0.0272 | — | — | |
| BarrelNet (ours)Backbone=ResNet-1012021.05 | 0.0273 | — | — | |
| BarrelNet (ours)Backbone=ResNet-502021.05 | 0.0275 | — | — | |
| LUVLiYear=2020, Backbone=DU-Net2021.05 | 0.0276 | — | — | |
| DCFE2021.02 | 0.0276 | — | — | |
| PIPNetYear=2020, Backbone=ResNet-1012021.05 | 0.0278 | — | — | |
| PIPNetYear=2020, Backbone=ResNet-502021.05 | 0.028 | — | — | |
| Baseline (ours)Backbone=ResNet-1012021.05 | 0.0281 | — | — | |
| Baseline (ours)Backbone=ResNet-502021.05 | 0.0283 | — | — | |
| BarrelNet (ours)Backbone=ResNet-182021.05 | 0.0283 | — | — | |
| HG-HSLEYear=2019, Backbone=Hourglass2021.05 | 0.0285 | — | — | |
| HRNetYear=2019, Backbone=HRNet-W182021.05 | 0.0287 | — | — | |
| PIPNetYear=2020, Backbone=ResNet-182021.05 | 0.0291 | — | — | |
| Baseline (ours)Backbone=ResNet-182021.05 | 0.0295 | — | — | |
| LABYear=2018, Backbone=ResNet-182021.05 | 0.0298 | — | — | |
| LAB2021.02 | 0.0298 | — | — | |
| DAN2021.02 | 0.0319 | — | — | |
| Ours w SANNormalization Protocol=Inter-ocular Normalization, training=style-augmented2019.08 | 0.0321 | — | — | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM2021.05 | 0.0321 | — | — | |
| LaplaceKLYear=20192021.05 | 0.0328 | — | — | |
| SANNormalization Protocol=Inter-ocular Normalization2019.08 | 0.0334 | — | — | |
| SANYear=2018, Backbone=ITN-CPM2021.05 | 0.0334 | — | — | |
| SAN2021.02 | 0.0334 | — | — | |
| CPM2021.02 | 0.0339 | — | — | |
| ODNYear=2019, Backbone=ResNet-182021.05 | 0.0356 | — | — | |
| PCD-CNNNormalization Protocol=Inter-ocular Normalization2019.08 | 0.0367 | — | — | |
| PCD-CNN2021.02 | 0.0367 | — | — | |
| DCFENormalization Protocol=Inter-pupil Normalization2019.08 | 0.0383 | — | — | |
| mnv2_rBackbone=MobileNetV2, Loss function=ASM assisted loss2021.02 | 0.0388 | — | — | |
| mnv2Backbone=MobileNetV2, Loss function=Standard MSE2021.02 | 0.0393 | — | — | |
| Ours w Res-18Normalization Protocol=Inter-pupil Normalization, training=style-augmented2019.08 | 0.0398 | — | — | |
| RARNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0412 | — | — | |
| DSRN2021.02 | 0.0412 | — | — | |
| LABNormalization Protocol=Inter-pupil Normalization2019.08 | 0.042 | — | — | |
| RCN+Year=20182021.05 | 0.042 | — | — | |
| Ours w LABNormalization Protocol=Inter-pupil Normalization, training=style-augmented2019.08 | 0.0423 | — | — | |
| TSRNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0436 | — | — | |
| Res-18Normalization Protocol=Inter-pupil Normalization2019.08 | 0.0453 | — | — | |
| RCNNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0467 | — | — | |
| RCN2021.02 | 0.0467 | — | — | |
| CFSSNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0473 | — | — | |
| TCDCNNormalization Protocol=Inter-pupil Normalization2019.08 | 0.048 | — | — | |
| ASMNetBackbone=ASMNet, Loss function=ASM assisted loss2021.02 | 0.0482 | — | — | |
| SeqMTNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0484 | — | — | |
| LBFNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0495 | — | — | |
| RDRNormalization Protocol=Inter-ocular Normalization2019.08 | 0.0503 | — | — | |
| ESRNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0528 | — | — | |
| PIFANormalization Protocol=Inter-ocular Normalization2019.08 | 0.0543 | — | — | |
| CFANNormalization Protocol=Inter-pupil Normalization2019.08 | 0.055 | — | — | |
| SDMNormalization Protocol=Inter-pupil Normalization2019.08 | 0.0557 | — | — | |
| ASMNet_nrBackbone=ASMNet, Loss function=Standard MSE2021.02 | 0.0586 | — | — | |
| 3DDFANormalization Protocol=Inter-pupil Normalization2019.08 | 0.0615 | — | — | |
| ADAYear=2020, Backbone=Hourglass2020.03 | 2.41 | — | — | |
| STARNormalization=inter-ocular2023.06 | 2.52 | — | — | |
| STAR loss (smooth-l1 distance)Backbone=Hourglass, Param. (M)=13.372023.06 | 2.52 | — | — | |
| ADNetNormalization=inter-ocular2023.06 | 2.53 | — | — | |
| ADNetBackbone=Hourglass, Param. (M)=13.372023.06 | 2.53 | — | — | |
| DTLDNormalization=inter-ocular2023.06 | 2.59 | — | — | |
| DTLDBackbone=ResNet-18, Param. (M)=13.32023.06 | 2.59 | — | — | |
| DAGBackbone=HRNet-W182023.06 | 2.62 | — | — | |
| HIHNormalization=inter-ocular2023.06 | 2.65 | — | — | |
| HIHBackbone=Hourglass, Param. (M)=22.682023.06 | 2.65 | — | — | |
| SLLearning Paradigm=Oracle2024.04 | 2.68 | — | — | |
| 3DDEYear=2019, External area data for training=true2020.03 | 2.69 | — | — | |
| AWingNormalization=inter-ocular2023.06 | 2.72 | — | — | |
| AwingBackbone=Hourglass, Param. (M)=25.12023.06 | 2.72 | — | — | |
| AWingYear=2019, Backbone=Hourglass2020.03 | 2.72 | — | — | |
| SL+CycleGANLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 2.74 | — | — | |
| SLPTNormalization=inter-ocular2023.06 | 2.75 | — | — | |
| SLPTBackbone=HRNet-W18C-lite, Param. (M)=9.982023.06 | 2.75 | — | — | |
| DCFE (w/ 3D)extra info=3D information2019.04 | 2.76 | — | — | |
| AdalossNormalization=Inter-ocular distance (IOD), Initialization=Ground truth bounding box, Input Resolution=256x2562019.08 | 2.76 | — | — | |
| DCFE (w/ 3D)extra_info=3D information (3D)2019.08 | 2.76 | — | — | |
| LUVLiNormalization=inter-ocular2023.06 | 2.76 | — | — | |
| LUVLiBackbone=DU-Net2023.06 | 2.76 | — | — | |
| LUVLiYear=2020, Backbone=DU-Net2020.03 | 2.76 | — | — | |
| DCFEYear=2018, External area data for training=true2020.03 | 2.76 | — | — | |
| PIPNetNormalization=inter-ocular2023.06 | 2.78 | — | — | |
| PIPNetBackbone=ResNet-101, Param. (M)=45.72023.06 | 2.78 | — | — | |
| PIPNetBackbone=ResNet-1012020.03 | 2.78 | — | — | |
| Conditional Face WarpingLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 2.79 | — | — | |
| PIPNetBackbone=ResNet-502020.03 | 2.8 | — | — | |
| SL+RevGradLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 2.84 | — | — | |
| HG-HSLEYear=2019, Backbone=Hourglass2020.03 | 2.85 | — | — | |
| HRNetV2backbone=HRNetV2-W182019.04 | 2.87 | — | — | |
| HRNetV2-W18backbone=HRNetV2-W182019.08 | 2.87 | — | — | |
| HRNetBackbone=HRNet-W18, Param. (M)=9.72023.06 | 2.87 | — | — | |
| HRNetYear=2019, Backbone=HRNetV2-W182020.03 | 2.87 | — | — | |
| SL+FDALearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 2.89 | — | — | |
| SL+ASNLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 2.89 | — | — | |
| DU-NetNormalization=inter-ocular2023.06 | 2.9 | — | — | |
| Conditional Face WarpingLearning Paradigm=DA (300W → ArtiFace) and GZSL (Unseen CariFace)2024.04 | 2.9 | — | — | |
| TS³Annotation Ratio=100%, Additional Training Data=Unlabeled AFLW data2019.08 | 2.91 | — | — | |
| PIPNetBackbone=ResNet-182020.03 | 2.91 | — | — | |
| SL+ASNLearning Paradigm=DA (300W → CariFace) and GZSL (Unseen ArtiFace)2024.04 | 2.92 | — | — | |
| DeCaFANormalization=inter-ocular2023.06 | 2.93 | — | — | |
| DeCaFaBackbone=U-Net, Param. (M)=102023.06 | 2.93 | — | — | |
| DeCaFAYear=2019, Backbone=Cascaded U-net, External area data for training=true2020.03 | 2.93 | — | — |