3D Face Modelling on WFLW

Metric: NME (inter-ocular) (higher is better)

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Results

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#	Model↕	NME (inter-ocular)▼	Extra Data	Paper	Date↕	Code
1	ESR	11.13	No	-	-	-
2	DVLN	10.84	No	-	-	-
3	ASMNet	10.77	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
4	SDM	10.29	No	-	-	-
5	MobileNetV2	9.41	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
6	CFSS	9.07	No	-	-	Code
7	SCAF	5.5	No	-	-	-
8	LAB	5.27	No	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
9	ATPN	5.13	No	An Efficient Multitask Neural Network for Face A...	2021-03-13	-
10	Wing	5.11	No	Wing Loss for Robust Facial Landmark Localisatio...	2017-11-17	Code
11	3DDE	4.68	No	Face Alignment using a 3D Deeply-initialized Ens...	2019-02-05	Code
12	GRegNet + LRefNet	4.65	No	-	-	-
13	LDDMM-Face	4.63	No	LDDMM-Face: Large Deformation Diffeomorphic Metr...	2021-08-02	-
14	DeCaFA	4.62	No	DeCaFA: Deep Convolutional Cascade for Face Alig...	2019-04-04	-
15	FASE	4.62	No	-	-	-
16	HRNet	4.6	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
17	SCC	4.4	No	Fast and Accurate: Structure Coherence Component...	2020-06-21	-
18	AVS	4.39	No	Aggregation via Separation: Boosting Facial Land...	2019-08-18	Code
19	CHR2C	4.39	No	-	-	Code
20	LUVLi	4.37	No	LUVLi Face Alignment: Estimating Landmarks' Loca...	2020-04-06	Code
21	AWing	4.36	No	Adaptive Wing Loss for Robust Face Alignment via...	2019-04-16	Code
22	AnchorFace	4.32	No	AnchorFace: An Anchor-based Facial Landmark Dete...	2020-07-07	Code
23	LOTR-HR	4.31	No	LOTR: Face Landmark Localization Using Localizat...	2021-09-21	-
24	PIPNet (ResNet-101)	4.31	No	Pixel-in-Pixel Net: Towards Efficient Facial Lan...	2020-03-08	Code
25	BarrelNet (ResNet-101)	4.2	No	When Liebig's Barrel Meets Facial Landmark Detec...	2021-05-27	-
26	HIH w. MSE(2-stack)	4.18	No	-	-	-
27	ADNet	4.14	No	ADNet: Leveraging Error-Bias Towards Normal Dire...	2021-09-13	Code
28	SLPT	4.14	No	Sparse Local Patch Transformer for Robust Face A...	2022-03-13	Code
29	ADNet-FE5	4.1	No	FreeEnricher: Enriching Face Landmarks without A...	2022-12-19	-
30	HIH	4.08	No	HIH: Towards More Accurate Face Alignment via He...	2021-04-07	Code
31	SPIGA	4.06	No	Shape Preserving Facial Landmarks with Graph Att...	2022-10-13	Code
32	PropNet	4.05	No	PropagationNet: Propagate Points to Curve to Lea...	2020-06-25	-
33	DTLD+	4.05	No	Towards Accurate Facial Landmark Detection via C...	2022-08-23	-
34	STAR	4.02	No	STAR Loss: Reducing Semantic Ambiguity in Facial...	2023-06-05	Code
35	LDEQ	3.92	No	Recurrence without Recurrence: Stable Video Land...	2023-04-02	Code
36	FiFA	3.89	No	Fiducial Focus Augmentation for Facial Landmark ...	2024-02-23	-
37	D-ViT	3.75	No	Cascaded Dual Vision Transformer for Accurate Fa...	2024-11-08	Code
38	SH-FAN	3.72	No	Subpixel Heatmap Regression for Facial Landmark ...	2021-11-03	-

#1ESR
11.13
NME (inter-ocular)
No paper
#2DVLN
10.84
NME (inter-ocular)
No paper
#3ASMNetSOTA
10.77
NME (inter-ocular)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#4SDM
10.29
NME (inter-ocular)
No paper
#5MobileNetV2
9.41
NME (inter-ocular)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#6CFSS
9.07
NME (inter-ocular)
No paperCode
#7SCAF
5.5
NME (inter-ocular)
No paper
#8LABSOTA
5.27
NME (inter-ocular)· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#9ATPN
5.13
NME (inter-ocular)· 2021-03-13
An Efficient Multitask Neural Network for Face Alignment, Head Pose Estimation and Face Tracking
#10WingSOTA
5.11
NME (inter-ocular)· 2017-11-17
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks Code
#113DDE
4.68
NME (inter-ocular)· 2019-02-05
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees Code
#12GRegNet + LRefNet
4.65
NME (inter-ocular)
No paper
#13LDDMM-Face
4.63
NME (inter-ocular)· 2021-08-02
LDDMM-Face: Large Deformation Diffeomorphic Metric Learning for Flexible and Consistent Face Alignment
#14DeCaFA
4.62
NME (inter-ocular)· 2019-04-04
DeCaFA: Deep Convolutional Cascade for Face Alignment In The Wild
#15FASE
4.62
NME (inter-ocular)
No paper
#16HRNet
4.6
NME (inter-ocular)· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#17SCC
4.4
NME (inter-ocular)· 2020-06-21
Fast and Accurate: Structure Coherence Component for Face Alignment
#18AVS
4.39
NME (inter-ocular)· 2019-08-18
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation Code
#19CHR2C
4.39
NME (inter-ocular)
No paperCode
#20LUVLi
4.37
NME (inter-ocular)· 2020-04-06
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood Code
#21AWing
4.36
NME (inter-ocular)· 2019-04-16
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression Code
#22AnchorFace
4.32
NME (inter-ocular)· 2020-07-07
AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses Code
#23LOTR-HR
4.31
NME (inter-ocular)· 2021-09-21
LOTR: Face Landmark Localization Using Localization Transformer
#24PIPNet (ResNet-101)
4.31
NME (inter-ocular)· 2020-03-08
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild Code
#25BarrelNet (ResNet-101)
4.2
NME (inter-ocular)· 2021-05-27
When Liebig's Barrel Meets Facial Landmark Detection: A Practical Model
#26HIH w. MSE(2-stack)
4.18
NME (inter-ocular)
No paper
#27ADNet
4.14
NME (inter-ocular)· 2021-09-13
ADNet: Leveraging Error-Bias Towards Normal Direction in Face Alignment Code
#28SLPT
4.14
NME (inter-ocular)· 2022-03-13
Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning Code
#29ADNet-FE5
4.1
NME (inter-ocular)· 2022-12-19
FreeEnricher: Enriching Face Landmarks without Additional Cost
#30HIH
4.08
NME (inter-ocular)· 2021-04-07
HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap Code
#31SPIGA
4.06
NME (inter-ocular)· 2022-10-13
Shape Preserving Facial Landmarks with Graph Attention Networks Code
#32PropNet
4.05
NME (inter-ocular)· 2020-06-25
PropagationNet: Propagate Points to Curve to Learn Structure Information
#33DTLD+
4.05
NME (inter-ocular)· 2022-08-23
Towards Accurate Facial Landmark Detection via Cascaded Transformers
#34STAR
4.02
NME (inter-ocular)· 2023-06-05
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection Code
#35LDEQ
3.92
NME (inter-ocular)· 2023-04-02
Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models Code
#36FiFA
3.89
NME (inter-ocular)· 2024-02-23
Fiducial Focus Augmentation for Facial Landmark Detection
#37D-ViT
3.75
NME (inter-ocular)· 2024-11-08
Cascaded Dual Vision Transformer for Accurate Facial Landmark Detection Code
#38SH-FAN
3.72
NME (inter-ocular)· 2021-11-03
Subpixel Heatmap Regression for Facial Landmark Localization