3D on 300W

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

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#	Model↕	NME_inter-ocular (%, Full)▼	Augmentations	Paper	Date↕	Code
1	3DDFA	5.63	No	Face Alignment in Full Pose Range: A 3D Total So...	2018-04-02	Code
2	ASMNet	5.5	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
3	RCN	4.9	No	Improving Landmark Localization with Semi-Superv...	2017-09-05	-
4	MobileNetV2	4.59	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
5	ODN	4.17	No	-	-	-
6	MobileNetV2+KD-Loss	4.06	No	Facial Landmark Points Detection Using Knowledge...	2021-11-13	Code
7	LaplaceKL	4.01	No	Laplace Landmark Localization	2019-03-27	-
8	SAN	3.98	No	Style Aggregated Network for Facial Landmark Det...	2018-03-12	Code
9	SCAF	3.95	No	-	-	-
10	AVS	3.86	No	Aggregation via Separation: Boosting Facial Land...	2019-08-18	Code
11	3FabRec	3.82	No	3FabRec: Fast Few-shot Face alignment by Reconst...	2019-11-24	Code
12	EF-3ACR	3.75	No	ACR Loss: Adaptive Coordinate-based Regression L...	2022-03-29	Code
13	AnchorFace	3.72	No	AnchorFace: An Anchor-based Facial Landmark Dete...	2020-07-07	Code
14	LDDMM-Face	3.53	No	LDDMM-Face: Large Deformation Diffeomorphic Metr...	2021-08-02	-
15	LAB	3.49	Yes	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
16	DAN-Menpo	3.44	No	Deep Alignment Network: A convolutional neural n...	2017-06-06	Code
17	FASE	3.42	No	-	-	-
18	DeCaFA	3.39	No	DeCaFA: Deep Convolutional Cascade for Face Alig...	2019-04-04	-
19	HR-Net	3.32	No	High-Resolution Representations for Labeling Pix...	2019-04-09	Code
20	HRNet	3.32	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
21	CHR2C	3.3	No	-	-	Code
22	CNN-CRF	3.3	No	Deep Structured Prediction for Facial Landmark D...	2020-10-18	Code
23	HG-HSLE	3.28	No	-	-	-
24	SCC	3.28	No	Fast and Accurate: Structure Coherence Component...	2020-06-21	-
25	DCFE	3.24	No	-	-	Code
26	PIPNet (ResNet-101)	3.19	No	Pixel-in-Pixel Net: Towards Efficient Facial Lan...	2020-03-08	Code
27	ATF	3.17	Yes	-	-	Code
28	SLPT	3.17	No	Sparse Local Patch Transformer for Robust Face A...	2022-03-13	Code
29	3DDE	3.13	No	Face Alignment using a 3D Deeply-initialized Ens...	2019-02-05	Code
30	GRegNet + LRefNet	3.12	No	-	-	-
31	HIH	3.09	No	HIH: Towards More Accurate Face Alignment via He...	2021-04-07	Code
32	BarrelNet (ResNet-101)	3.09	No	When Liebig's Barrel Meets Facial Landmark Detec...	2021-05-27	-
33	AWing	3.07	No	Adaptive Wing Loss for Robust Face Alignment via...	2019-04-16	Code
34	SPIGA	2.99	No	Shape Preserving Facial Landmarks with Graph Att...	2022-10-13	Code
35	DTLD+	2.96	No	Towards Accurate Facial Landmark Detection via C...	2022-08-23	-
36	SHR-FAN	2.94	Yes	Subpixel Heatmap Regression for Facial Landmark ...	2021-11-03	-
37	ADNet	2.93	No	ADNet: Leveraging Error-Bias Towards Normal Dire...	2021-09-13	Code
38	FaRL-B (epoch 16)	2.93	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
39	PropNet	2.93	No	PropagationNet: Propagate Points to Curve to Lea...	2020-06-25	-
40	FiFA	2.89	No	Fiducial Focus Augmentation for Facial Landmark ...	2024-02-23	-
41	FaRL-B (epoch 64)	2.88	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
42	STAR	2.87	No	STAR Loss: Reducing Semantic Ambiguity in Facial...	2023-06-05	Code
43	ADNet-FE5	2.87	No	FreeEnricher: Enriching Face Landmarks without A...	2022-12-19	-

#13DDFASOTA
5.63
NME_inter-ocular (%, Full)· 2018-04-02
Face Alignment in Full Pose Range: A 3D Total Solution Code
#2ASMNet
5.5
NME_inter-ocular (%, Full)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#3RCNSOTA
4.9
NME_inter-ocular (%, Full)· 2017-09-05
Improving Landmark Localization with Semi-Supervised Learning
#4MobileNetV2
4.59
NME_inter-ocular (%, Full)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#5ODN
4.17
NME_inter-ocular (%, Full)
No paper
#6MobileNetV2+KD-Loss
4.06
NME_inter-ocular (%, Full)· 2021-11-13
Facial Landmark Points Detection Using Knowledge Distillation-Based Neural Networks Code
#7LaplaceKL
4.01
NME_inter-ocular (%, Full)· 2019-03-27
Laplace Landmark Localization
#8SAN
3.98
NME_inter-ocular (%, Full)· 2018-03-12
Style Aggregated Network for Facial Landmark Detection Code
#9SCAF
3.95
NME_inter-ocular (%, Full)
No paper
#10AVS
3.86
NME_inter-ocular (%, Full)· 2019-08-18
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation Code
#113FabRec
3.82
NME_inter-ocular (%, Full)· 2019-11-24
3FabRec: Fast Few-shot Face alignment by Reconstruction Code
#12EF-3ACR
3.75
NME_inter-ocular (%, Full)· 2022-03-29
ACR Loss: Adaptive Coordinate-based Regression Loss for Face Alignment Code
#13AnchorFace
3.72
NME_inter-ocular (%, Full)· 2020-07-07
AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses Code
#14LDDMM-Face
3.53
NME_inter-ocular (%, Full)· 2021-08-02
LDDMM-Face: Large Deformation Diffeomorphic Metric Learning for Flexible and Consistent Face Alignment
#15LAB
3.49
NME_inter-ocular (%, Full)· Augmentations· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#16DAN-MenpoSOTA
3.44
NME_inter-ocular (%, Full)· 2017-06-06
Deep Alignment Network: A convolutional neural network for robust face alignment Code
#17FASE
3.42
NME_inter-ocular (%, Full)
No paper
#18DeCaFA
3.39
NME_inter-ocular (%, Full)· 2019-04-04
DeCaFA: Deep Convolutional Cascade for Face Alignment In The Wild
#19HR-Net
3.32
NME_inter-ocular (%, Full)· 2019-04-09
High-Resolution Representations for Labeling Pixels and Regions Code
#20HRNet
3.32
NME_inter-ocular (%, Full)· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#21CHR2C
3.3
NME_inter-ocular (%, Full)
No paperCode
#22CNN-CRF
3.3
NME_inter-ocular (%, Full)· 2020-10-18
Deep Structured Prediction for Facial Landmark Detection Code
#23HG-HSLE
3.28
NME_inter-ocular (%, Full)
No paper
#24SCC
3.28
NME_inter-ocular (%, Full)· 2020-06-21
Fast and Accurate: Structure Coherence Component for Face Alignment
#25DCFE
3.24
NME_inter-ocular (%, Full)
No paperCode
#26PIPNet (ResNet-101)
3.19
NME_inter-ocular (%, Full)· 2020-03-08
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild Code
#27ATF
3.17
NME_inter-ocular (%, Full)· Augmentations
No paperCode
#28SLPT
3.17
NME_inter-ocular (%, Full)· 2022-03-13
Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning Code
#293DDE
3.13
NME_inter-ocular (%, Full)· 2019-02-05
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees Code
#30GRegNet + LRefNet
3.12
NME_inter-ocular (%, Full)
No paper
#31HIH
3.09
NME_inter-ocular (%, Full)· 2021-04-07
HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap Code
#32BarrelNet (ResNet-101)
3.09
NME_inter-ocular (%, Full)· 2021-05-27
When Liebig's Barrel Meets Facial Landmark Detection: A Practical Model
#33AWing
3.07
NME_inter-ocular (%, Full)· 2019-04-16
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression Code
#34SPIGA
2.99
NME_inter-ocular (%, Full)· 2022-10-13
Shape Preserving Facial Landmarks with Graph Attention Networks Code
#35DTLD+
2.96
NME_inter-ocular (%, Full)· 2022-08-23
Towards Accurate Facial Landmark Detection via Cascaded Transformers
#36SHR-FAN
2.94
NME_inter-ocular (%, Full)· Augmentations· 2021-11-03
Subpixel Heatmap Regression for Facial Landmark Localization
#37ADNet
2.93
NME_inter-ocular (%, Full)· 2021-09-13
ADNet: Leveraging Error-Bias Towards Normal Direction in Face Alignment Code
#38FaRL-B (epoch 16)
2.93
NME_inter-ocular (%, Full)· Augmentations· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#39PropNet
2.93
NME_inter-ocular (%, Full)· 2020-06-25
PropagationNet: Propagate Points to Curve to Learn Structure Information
#40FiFA
2.89
NME_inter-ocular (%, Full)· 2024-02-23
Fiducial Focus Augmentation for Facial Landmark Detection
#41FaRL-B (epoch 64)
2.88
NME_inter-ocular (%, Full)· Augmentations· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#42STAR
2.87
NME_inter-ocular (%, Full)· 2023-06-05
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection Code
#43ADNet-FE5
2.87
NME_inter-ocular (%, Full)· 2022-12-19
FreeEnricher: Enriching Face Landmarks without Additional Cost