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SotA/Methodology/3D/300W

3D on 300W

Metric: NME_inter-ocular (%, Full) (higher is better)

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#Model↕NME_inter-ocular (%, Full)▼AugmentationsPaperDate↕Code
13DDFA5.63NoFace Alignment in Full Pose Range: A 3D Total So...2018-04-02Code
2ASMNet5.5NoASMNet: a Lightweight Deep Neural Network for Fa...2021-02-27Code
3RCN4.9NoImproving Landmark Localization with Semi-Superv...2017-09-05-
4MobileNetV24.59NoASMNet: a Lightweight Deep Neural Network for Fa...2021-02-27Code
5ODN4.17No---
6MobileNetV2+KD-Loss4.06NoFacial Landmark Points Detection Using Knowledge...2021-11-13Code
7LaplaceKL4.01NoLaplace Landmark Localization2019-03-27-
8SAN3.98NoStyle Aggregated Network for Facial Landmark Det...2018-03-12Code
9SCAF3.95No---
10AVS3.86NoAggregation via Separation: Boosting Facial Land...2019-08-18Code
113FabRec3.82No3FabRec: Fast Few-shot Face alignment by Reconst...2019-11-24Code
12EF-3ACR3.75NoACR Loss: Adaptive Coordinate-based Regression L...2022-03-29Code
13AnchorFace3.72NoAnchorFace: An Anchor-based Facial Landmark Dete...2020-07-07Code
14LDDMM-Face3.53NoLDDMM-Face: Large Deformation Diffeomorphic Metr...2021-08-02-
15LAB3.49YesLook at Boundary: A Boundary-Aware Face Alignmen...2018-05-26Code
16DAN-Menpo3.44NoDeep Alignment Network: A convolutional neural n...2017-06-06Code
17FASE3.42No---
18DeCaFA3.39NoDeCaFA: Deep Convolutional Cascade for Face Alig...2019-04-04-
19HR-Net3.32NoHigh-Resolution Representations for Labeling Pix...2019-04-09Code
20HRNet3.32NoDeep High-Resolution Representation Learning for...2019-08-20Code
21CHR2C3.3No--Code
22CNN-CRF3.3NoDeep Structured Prediction for Facial Landmark D...2020-10-18Code
23HG-HSLE3.28No---
24SCC3.28NoFast and Accurate: Structure Coherence Component...2020-06-21-
25DCFE3.24No--Code
26PIPNet (ResNet-101)3.19NoPixel-in-Pixel Net: Towards Efficient Facial Lan...2020-03-08Code
27ATF3.17Yes--Code
28SLPT3.17NoSparse Local Patch Transformer for Robust Face A...2022-03-13Code
293DDE3.13NoFace Alignment using a 3D Deeply-initialized Ens...2019-02-05Code
30GRegNet + LRefNet3.12No---
31HIH3.09NoHIH: Towards More Accurate Face Alignment via He...2021-04-07Code
32BarrelNet (ResNet-101)3.09NoWhen Liebig's Barrel Meets Facial Landmark Detec...2021-05-27-
33AWing3.07NoAdaptive Wing Loss for Robust Face Alignment via...2019-04-16Code
34SPIGA2.99NoShape Preserving Facial Landmarks with Graph Att...2022-10-13Code
35DTLD+2.96NoTowards Accurate Facial Landmark Detection via C...2022-08-23-
36SHR-FAN2.94YesSubpixel Heatmap Regression for Facial Landmark ...2021-11-03-
37ADNet2.93NoADNet: Leveraging Error-Bias Towards Normal Dire...2021-09-13Code
38FaRL-B (epoch 16)2.93YesGeneral Facial Representation Learning in a Visu...2021-12-06Code
39PropNet2.93NoPropagationNet: Propagate Points to Curve to Lea...2020-06-25-
40FiFA2.89NoFiducial Focus Augmentation for Facial Landmark ...2024-02-23-
41FaRL-B (epoch 64)2.88YesGeneral Facial Representation Learning in a Visu...2021-12-06Code
42STAR2.87NoSTAR Loss: Reducing Semantic Ambiguity in Facial...2023-06-05Code
43ADNet-FE52.87NoFreeEnricher: Enriching Face Landmarks without A...2022-12-19-