3D on WFLW

Metric: FR@10 (inter-ocular) (higher is better)

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Results

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#	Model↕	FR@10 (inter-ocular)▼	Augmentations	Paper	Date↕	Code
1	ESR	35.24	No	-	-	-
2	SDM	29.4	No	-	-	-
3	CFSS	20.56	No	-	-	Code
4	DVLN	10.84	No	-	-	-
5	LAB	7.56	No	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
6	ATPN	6.27	No	An Efficient Multitask Neural Network for Face A...	2021-03-13	-
7	Wing	6	No	Wing Loss for Robust Facial Landmark Localisatio...	2017-11-17	Code
8	3DDE	5.04	No	Face Alignment using a 3D Deeply-initialized Ens...	2019-02-05	Code
9	GRegNet + LRefNet	4.88	No	-	-	-
10	DeCaFA	4.84	No	DeCaFA: Deep Convolutional Cascade for Face Alig...	2019-04-04	-
11	AVS	4.08	No	Aggregation via Separation: Boosting Facial Land...	2019-08-18	Code
12	LDDMM-Face	3.68	No	LDDMM-Face: Large Deformation Diffeomorphic Metr...	2021-08-02	-
13	CHR2C	3.55	No	-	-	Code
14	LOTR-HR	3.52	No	LOTR: Face Landmark Localization Using Localizat...	2021-09-21	-
15	LUVLi	3.12	No	LUVLi Face Alignment: Estimating Landmarks' Loca...	2020-04-06	Code
16	PropNet	2.96	No	PropagationNet: Propagate Points to Curve to Lea...	2020-06-25	-
17	AnchorFace	2.96	No	AnchorFace: An Anchor-based Facial Landmark Dete...	2020-07-07	Code
18	SCC	2.88	No	Fast and Accurate: Structure Coherence Component...	2020-06-21	-
19	HIH w. MSE(2-stack)	2.84	No	-	-	-
20	AWing	2.84	No	Adaptive Wing Loss for Robust Face Alignment via...	2019-04-16	Code
21	SLPT	2.76	No	Sparse Local Patch Transformer for Robust Face A...	2022-03-13	Code
22	ADNet	2.72	No	ADNet: Leveraging Error-Bias Towards Normal Dire...	2021-09-13	Code
23	DTLD+	2.68	No	Towards Accurate Facial Landmark Detection via C...	2022-08-23	-
24	HIH	2.6	No	HIH: Towards More Accurate Face Alignment via He...	2021-04-07	Code
25	LDEQ	2.48	No	Recurrence without Recurrence: Stable Video Land...	2023-04-02	Code
26	STAR	2.32	No	STAR Loss: Reducing Semantic Ambiguity in Facial...	2023-06-05	Code
27	SPIGA	2.08	No	Shape Preserving Facial Landmarks with Graph Att...	2022-10-13	Code
28	D-ViT	1.76	No	Cascaded Dual Vision Transformer for Accurate Fa...	2024-11-08	Code
29	FiFA	1.6	No	Fiducial Focus Augmentation for Facial Landmark ...	2024-02-23	-
30	SH-FAN	1.55	No	Subpixel Heatmap Regression for Facial Landmark ...	2021-11-03	-

#1ESR
35.24
FR@10 (inter-ocular)
No paper
#2SDM
29.4
FR@10 (inter-ocular)
No paper
#3CFSS
20.56
FR@10 (inter-ocular)
No paperCode
#4DVLN
10.84
FR@10 (inter-ocular)
No paper
#5LABSOTA
7.56
FR@10 (inter-ocular)· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#6ATPN
6.27
FR@10 (inter-ocular)· 2021-03-13
An Efficient Multitask Neural Network for Face Alignment, Head Pose Estimation and Face Tracking
#7WingSOTA
6
FR@10 (inter-ocular)· 2017-11-17
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks Code
#83DDE
5.04
FR@10 (inter-ocular)· 2019-02-05
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees Code
#9GRegNet + LRefNet
4.88
FR@10 (inter-ocular)
No paper
#10DeCaFA
4.84
FR@10 (inter-ocular)· 2019-04-04
DeCaFA: Deep Convolutional Cascade for Face Alignment In The Wild
#11AVS
4.08
FR@10 (inter-ocular)· 2019-08-18
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation Code
#12LDDMM-Face
3.68
FR@10 (inter-ocular)· 2021-08-02
LDDMM-Face: Large Deformation Diffeomorphic Metric Learning for Flexible and Consistent Face Alignment
#13CHR2C
3.55
FR@10 (inter-ocular)
No paperCode
#14LOTR-HR
3.52
FR@10 (inter-ocular)· 2021-09-21
LOTR: Face Landmark Localization Using Localization Transformer
#15LUVLi
3.12
FR@10 (inter-ocular)· 2020-04-06
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood Code
#16PropNet
2.96
FR@10 (inter-ocular)· 2020-06-25
PropagationNet: Propagate Points to Curve to Learn Structure Information
#17AnchorFace
2.96
FR@10 (inter-ocular)· 2020-07-07
AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses Code
#18SCC
2.88
FR@10 (inter-ocular)· 2020-06-21
Fast and Accurate: Structure Coherence Component for Face Alignment
#19HIH w. MSE(2-stack)
2.84
FR@10 (inter-ocular)
No paper
#20AWing
2.84
FR@10 (inter-ocular)· 2019-04-16
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression Code
#21SLPT
2.76
FR@10 (inter-ocular)· 2022-03-13
Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning Code
#22ADNet
2.72
FR@10 (inter-ocular)· 2021-09-13
ADNet: Leveraging Error-Bias Towards Normal Direction in Face Alignment Code
#23DTLD+
2.68
FR@10 (inter-ocular)· 2022-08-23
Towards Accurate Facial Landmark Detection via Cascaded Transformers
#24HIH
2.6
FR@10 (inter-ocular)· 2021-04-07
HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap Code
#25LDEQ
2.48
FR@10 (inter-ocular)· 2023-04-02
Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models Code
#26STAR
2.32
FR@10 (inter-ocular)· 2023-06-05
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection Code
#27SPIGA
2.08
FR@10 (inter-ocular)· 2022-10-13
Shape Preserving Facial Landmarks with Graph Attention Networks Code
#28D-ViT
1.76
FR@10 (inter-ocular)· 2024-11-08
Cascaded Dual Vision Transformer for Accurate Facial Landmark Detection Code
#29FiFA
1.6
FR@10 (inter-ocular)· 2024-02-23
Fiducial Focus Augmentation for Facial Landmark Detection
#30SH-FAN
1.55
FR@10 (inter-ocular)· 2021-11-03
Subpixel Heatmap Regression for Facial Landmark Localization