Face Alignment on WFW (Extra Data)

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NME (inter-ocular)

Rank	Model	NME (inter-ocular)	AUC@10 (inter-ocular)	FR@10 (inter-ocular)	Extra Training Data	Paper	Code	Year
1	SH-FAN	3.72	63.1	1.55	✓	Subpixel Heatmap Regression for Facial Landmark Localization		2021
2	FaRL-B (epoch 16)	3.96	61.16	1.76	✓	General Facial Representation Learning in a Visual-Linguistic Manner	FacePerceiver/FaRL · willyfh/farl-face-segmentation	2021
3	SPIGA	4.06	60.56	2.08		Shape Preserving Facial Landmarks with Graph Attention Networks	andresprados/spiga	2022
4	HIH	4.08	60.50	2.60		HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap	starhiking/HeatmapInHeatmap	2021
5	ADNet	4.14	60.22	2.72		ADNet: Attention-guided Deformable Convolutional Network for High Dynamic Range Imaging	Pea-Shooter/ADNet · liuzhen03/ADNet · drhdr-user/drhdr · +5	2021
5	SPLT	4.14	59.50	2.76		Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning	jiahao-uts/slpt-master	2022
7	AnchoFace	4.32	57.69	2.96		AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses	nothingelse92/AnchorFace	2020
8	Awing	4.36	57.19	2.84		Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression	emilianavt/OpenSeeFace · protossw512/AdaptiveWingLoss · SeungyounShin/Adaptive-Wing-Loss-for-Robust-Face-Alignment-via-Heatmap-Regression · +4	2019
9	LUVLi	4.37	57.7	3.12		LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood	abhi1kumar/LUVLi	2020
10	ATF	4.49	–	–	✓	ATF: Towards Robust Face Alignment via Leveraging Similarity and Diversity across Different Datasets	starhiking/ATF	2020
11	VGG-F	4.57	–	–	✓	Pre-training strategies and datasets for facial representation learning	tomas-gajarsky/facetorch · 1adrianb/unsupervised-face-representation	2021
12	SH-FAN	3.72	63.1	1.55	✓	Subpixel Heatmap Regression for Facial Landmark Localization		2021
13	FaRL-B (epoch 16)	3.96	61.16	1.76	✓	General Facial Representation Learning in a Visual-Linguistic Manner	FacePerceiver/FaRL · willyfh/farl-face-segmentation	2021
14	SPIGA	4.06	60.56	2.08		Shape Preserving Facial Landmarks with Graph Attention Networks	andresprados/spiga	2022
15	HIH	4.08	60.50	2.60		HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap	starhiking/HeatmapInHeatmap	2021
16	ADNet	4.14	60.22	2.72		ADNet: Attention-guided Deformable Convolutional Network for High Dynamic Range Imaging	Pea-Shooter/ADNet · liuzhen03/ADNet · drhdr-user/drhdr · +5	2021
16	SPLT	4.14	59.50	2.76		Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning	jiahao-uts/slpt-master	2022
18	AnchoFace	4.32	57.69	2.96		AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses	nothingelse92/AnchorFace	2020
19	Awing	4.36	57.19	2.84		Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression	emilianavt/OpenSeeFace · protossw512/AdaptiveWingLoss · SeungyounShin/Adaptive-Wing-Loss-for-Robust-Face-Alignment-via-Heatmap-Regression · +4	2019
20	LUVLi	4.37	57.7	3.12		LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood	abhi1kumar/LUVLi	2020