Facial Landmark Detection on 300-W (Fullset)
2.78Mean Error (%)SHT-M-i
Evaluation results
| Method | Links | |
|---|---|---|
| SHT-M-iInput Resolution=64x64, Extra Training Data=CelebA2026.01 | 2.78 | |
| SHT-M-vInput Resolution=64x64, Extra Training Data=300VW2026.01 | 2.82 | |
| STARNormalization=inter-ocular2023.06 | 2.87 | |
| STAR+2026.01 | 2.87 | |
| FiFA2024.02 | 2.89 | |
| SHT-MInput Resolution=64x642026.01 | 2.9 | |
| ADNetNormalization=inter-ocular2023.06 | 2.93 | |
| FaRLRemarks=CVPR '222024.02 | 2.93 | |
| ADNetRemarks=ICCV '212024.02 | 2.93 | |
| PropNetRemarks=CVPR '202024.02 | 2.93 | |
| ADNet2026.01 | 2.93 | |
| SH-FANRemarks=BMVC '212024.02 | 2.94 | |
| DTLDNormalization=inter-ocular2023.06 | 2.96 | |
| DTLDRemarks=CVPR '222024.02 | 2.96 | |
| DTLD+2026.01 | 2.96 | |
| DTLDParams(M)=13.3, FLOPs(G)=2.52026.01 | 2.96 | |
| Deep Adaptive GraphYear=2020, Normalization Protocol=Inter-Ocular2020.04 | 3.04 | |
| DAGYear=2020, Backbone=HRNet-W182021.05 | 3.04 | |
| FGTBTParams(M)=53.4, FLOPs(G)=103.452026.01 | 3.06 | |
| AWINGYear=2019, Normalization Protocol=Inter-Ocular2020.04 | 3.07 | |
| AWingYear=2019, Backbone=Hourglass2021.05 | 3.07 | |
| AWingNormalization=inter-ocular2023.06 | 3.07 | |
| AWing2026.01 | 3.07 | |
| BarrelNet (ours)Backbone=ResNet-1012021.05 | 3.09 | |
| HIHNormalization=inter-ocular2023.06 | 3.09 | |
| HIHRemarks=ICCVW '212024.02 | 3.09 | |
| GlomFce2026.01 | 3.13 | |
| BarrelNet (ours)Backbone=ResNet-502021.05 | 3.14 | |
| DHLN-MInput Resolution=64x642026.01 | 3.14 | |
| SLPTNormalization=inter-ocular2023.06 | 3.17 | |
| SLPTRemarks=CVPR '222024.02 | 3.17 | |
| SLPT2026.01 | 3.17 | |
| Baseline (ours)Backbone=ResNet-1012021.05 | 3.18 | |
| PIPNetYear=2020, Backbone=ResNet-1012021.05 | 3.19 | |
| PIPNetNormalization=inter-ocular2023.06 | 3.19 | |
| PIPNET-R101Params(M)=45.7, FLOPs(G)=10.52026.01 | 3.19 | |
| Baseline (ours)Backbone=ResNet-502021.05 | 3.22 | |
| BarrelNet (ours)Backbone=ResNet-182021.05 | 3.22 | |
| LUVLiYear=2020, Normalization Protocol=Inter-Ocular2020.04 | 3.23 | |
| LUVLiYear=2020, Backbone=DU-Net2021.05 | 3.23 | |
| LUVLiNormalization=inter-ocular2023.06 | 3.23 | |
| LUVLi2026.01 | 3.23 | |
| DCFE (w/ 3D)extra info=3D information2019.04 | 3.24 | |
| DCFE (w/ 3D)extra_info=3D information (3D)2019.08 | 3.24 | |
| PIPNetYear=2020, Backbone=ResNet-502021.05 | 3.24 | |
| DCFE2021.02 | 3.24 | |
| Structure Coherence Component2020.06 | 3.28 | |
| HG-HSLEYear=2019, Normalization Protocol=Inter-Ocular2020.04 | 3.28 | |
| HG-HSLEYear=2019, Backbone=Hourglass2021.05 | 3.28 | |
| HG-HSLE2026.01 | 3.28 | |
| HRNetV2backbone=HRNetV2-W182019.04 | 3.32 | |
| HRNetV2-W18backbone=HRNetV2-W182019.08 | 3.32 | |
| HRNet2020.06 | 3.32 | |
| HRNetYear=2019, Backbone=HRNet-W182021.05 | 3.32 | |
| HR-Net2026.01 | 3.32 | |
| HRNet18Year=2019, Normalization Protocol=Inter-Ocular2020.04 | 3.34 | |
| Baseline (ours)Backbone=ResNet-182021.05 | 3.34 | |
| DU-NetNormalization=inter-ocular2023.06 | 3.35 | |
| DU-Net2026.01 | 3.35 | |
| PIPNetYear=2020, Backbone=ResNet-182021.05 | 3.36 | |
| DeCaFA2020.06 | 3.39 | |
| DeCaFANormalization=inter-ocular2023.06 | 3.39 | |
| DeCaFa2026.01 | 3.39 | |
| LAB (w/ B)backbone=Hourglass, extra info=boundary information2019.04 | 3.49 | |
| LAB (w/ B)backbone=Hourglass, extra_info=boundary information (B)2019.08 | 3.49 | |
| LAB2020.06 | 3.49 | |
| LABYear=2018, Normalization Protocol=Inter-Ocular2020.04 | 3.49 | |
| LABYear=2018, Backbone=ResNet-182021.05 | 3.49 | |
| LAB2021.02 | 3.49 | |
| LABNormalization=inter-ocular2023.06 | 3.49 | |
| LAB2026.01 | 3.49 | |
| Techer2026.01 | 3.49 | |
| LABParams(M)=12.29, FLOPs(G)=18.852026.01 | 3.49 | |
| ADAYear=2020, Backbone=Hourglass2021.05 | 3.5 | |
| PicassoNetRemarks=TNNLS '222024.02 | 3.58 | |
| PicassoNetParams(M)=1.96, FLOPs(G)=0.112026.01 | 3.58 | |
| DAN2019.04 | 3.59 | |
| DAN2019.08 | 3.59 | |
| DAN2021.02 | 3.59 | |
| DeCaFAYear=2019, Backbone=Cascaded U-net2021.05 | 3.69 | |
| SHNInput Resolution=256x2562026.01 | 3.72 | |
| TS³Year=2019, Backbone=Hourglass+CPM2021.05 | 3.78 | |
| Ours w SANNormalization Protocol=Inter-ocular Normalization, training=style-augmented2019.08 | 3.86 | |
| STYLEYear=2019, Normalization Protocol=Inter-Ocular2020.04 | 3.86 | |
| AVS w/ SANYear=2019, Backbone=ITN-CPM2021.05 | 3.86 | |
| AVS2026.01 | 3.86 | |
| SCE-MAEParams(M)=85.32026.01 | 3.95 | |
| SANBounding Box Source=Ground Truth (GT)2018.03 | 3.98 | |
| SANbackbone=ResNet-1522019.04 | 3.98 | |
| SANNormalization Protocol=Inter-ocular Normalization2019.08 | 3.98 | |
| SANbackbone=ResNet-1522019.08 | 3.98 | |
| SAN2020.06 | 3.98 | |
| SANYear=2018, Normalization Protocol=Inter-Ocular2020.04 | 3.98 | |
| SANYear=2018, Backbone=ITN-CPM2021.05 | 3.98 | |
| SAN2021.02 | 3.98 | |
| SANNormalization=inter-ocular2023.06 | 3.98 | |
| SAN2026.01 | 3.98 | |
| LaplaceKLYear=20192021.05 | 4.01 | |
| STARNormalization=Inter-pupil2023.06 | 4.03 | |
| WingNormalization=Inter-pupil2023.06 | 4.04 |