Facial Recognition and Modelling on 300W

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

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#	Model↕	NME_inter-ocular (%, Challenge)▼	Extra Data	Paper	Date↕	Code
1	ASMNet	8.2	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
2	3DDFA	8.07	No	Face Alignment in Full Pose Range: A 3D Total So...	2018-04-02	Code
3	RCN	7.78	No	Improving Landmark Localization with Semi-Superv...	2017-09-05	-
4	MobileNetV2	7.35	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
5	LaplaceKL	7.01	No	Laplace Landmark Localization	2019-03-27	-
6	ODN	6.67	No	-	-	-
7	SAN	6.6	No	Style Aggregated Network for Facial Landmark Det...	2018-03-12	Code
8	AVS	6.49	No	Aggregation via Separation: Boosting Facial Land...	2019-08-18	Code
9	AnchorFace	6.19	No	AnchorFace: An Anchor-based Facial Landmark Dete...	2020-07-07	Code
10	MobileNetV2+KD-Loss	6.13	No	Facial Landmark Points Detection Using Knowledge...	2021-11-13	Code
11	SCAF	5.83	No	-	-	-
12	3FabRec	5.74	No	3FabRec: Fast Few-shot Face alignment by Reconst...	2019-11-24	Code
13	LDDMM-Face	5.4	No	LDDMM-Face: Large Deformation Diffeomorphic Metr...	2021-08-02	-
14	EF-3ACR	5.36	No	ACR Loss: Adaptive Coordinate-based Regression L...	2022-03-29	Code
15	FASE	5.3	No	-	-	-
16	DeCaFA	5.26	No	DeCaFA: Deep Convolutional Cascade for Face Alig...	2019-04-04	-
17	DCFE	5.22	No	-	-	Code
18	LAB	5.19	Yes	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
19	CHR2C	5.15	No	-	-	Code
20	HR-Net	5.15	No	High-Resolution Representations for Labeling Pix...	2019-04-09	Code
21	HRNet	5.15	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
22	HG-HSLE	5.03	No	-	-	-
23	SCC	4.93	No	Fast and Accurate: Structure Coherence Component...	2020-06-21	-
24	3DDE	4.92	No	Face Alignment using a 3D Deeply-initialized Ens...	2019-02-05	Code
25	SLPT	4.9	No	Sparse Local Patch Transformer for Robust Face A...	2022-03-13	Code
26	HIH	4.89	No	HIH: Towards More Accurate Face Alignment via He...	2021-04-07	Code
27	ATF	4.89	Yes	-	-	Code
28	PIPNet (ResNet-101)	4.89	No	Pixel-in-Pixel Net: Towards Efficient Facial Lan...	2020-03-08	Code
29	DAN-Menpo	4.88	No	Deep Alignment Network: A convolutional neural n...	2017-06-06	Code
30	FakeIt	4.86	Yes	Fake It Till You Make It: Face analysis in the w...	2021-09-30	-
31	CNN-CRF	4.84	No	Deep Structured Prediction for Facial Landmark D...	2020-10-18	Code
32	DenseLandmarks (GNLL)	4.8	No	3D face reconstruction with dense landmarks	2022-04-06	-
33	GRegNet + LRefNet	4.78	No	-	-	-
34	SPIGA	4.66	No	Shape Preserving Facial Landmarks with Graph Att...	2022-10-13	Code
35	BarrelNet (ResNet-101)	4.6	No	When Liebig's Barrel Meets Facial Landmark Detec...	2021-05-27	-
36	ADNet	4.58	No	ADNet: Leveraging Error-Bias Towards Normal Dire...	2021-09-13	Code
37	AWing	4.52	No	Adaptive Wing Loss for Robust Face Alignment via...	2019-04-16	Code
38	DTLD+	4.48	No	Towards Accurate Facial Landmark Detection via C...	2022-08-23	-
39	FiFA	4.47	No	Fiducial Focus Augmentation for Facial Landmark ...	2024-02-23	-
40	FaRL-B (epoch 16)	4.45	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
41	FaRL-B (epoch 64)	4.42	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
42	STAR	4.32	No	STAR Loss: Reducing Semantic Ambiguity in Facial...	2023-06-05	Code
43	SHR-FAN	4.13	Yes	Subpixel Heatmap Regression for Facial Landmark ...	2021-11-03	-
44	PropNet	3.99	No	PropagationNet: Propagate Points to Curve to Lea...	2020-06-25	-

#1ASMNetSOTA
8.2
NME_inter-ocular (%, Challenge)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#23DDFASOTA
8.07
NME_inter-ocular (%, Challenge)· 2018-04-02
Face Alignment in Full Pose Range: A 3D Total Solution Code
#3RCNSOTA
7.78
NME_inter-ocular (%, Challenge)· 2017-09-05
Improving Landmark Localization with Semi-Supervised Learning
#4MobileNetV2
7.35
NME_inter-ocular (%, Challenge)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#5LaplaceKL
7.01
NME_inter-ocular (%, Challenge)· 2019-03-27
Laplace Landmark Localization
#6ODN
6.67
NME_inter-ocular (%, Challenge)
No paper
#7SAN
6.6
NME_inter-ocular (%, Challenge)· 2018-03-12
Style Aggregated Network for Facial Landmark Detection Code
#8AVS
6.49
NME_inter-ocular (%, Challenge)· 2019-08-18
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation Code
#9AnchorFace
6.19
NME_inter-ocular (%, Challenge)· 2020-07-07
AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses Code
#10MobileNetV2+KD-Loss
6.13
NME_inter-ocular (%, Challenge)· 2021-11-13
Facial Landmark Points Detection Using Knowledge Distillation-Based Neural Networks Code
#11SCAF
5.83
NME_inter-ocular (%, Challenge)
No paper
#123FabRec
5.74
NME_inter-ocular (%, Challenge)· 2019-11-24
3FabRec: Fast Few-shot Face alignment by Reconstruction Code
#13LDDMM-Face
5.4
NME_inter-ocular (%, Challenge)· 2021-08-02
LDDMM-Face: Large Deformation Diffeomorphic Metric Learning for Flexible and Consistent Face Alignment
#14EF-3ACR
5.36
NME_inter-ocular (%, Challenge)· 2022-03-29
ACR Loss: Adaptive Coordinate-based Regression Loss for Face Alignment Code
#15FASE
5.3
NME_inter-ocular (%, Challenge)
No paper
#16DeCaFA
5.26
NME_inter-ocular (%, Challenge)· 2019-04-04
DeCaFA: Deep Convolutional Cascade for Face Alignment In The Wild
#17DCFE
5.22
NME_inter-ocular (%, Challenge)
No paperCode
#18LAB
5.19
NME_inter-ocular (%, Challenge)· Extra Data· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#19CHR2C
5.15
NME_inter-ocular (%, Challenge)
No paperCode
#20HR-Net
5.15
NME_inter-ocular (%, Challenge)· 2019-04-09
High-Resolution Representations for Labeling Pixels and Regions Code
#21HRNet
5.15
NME_inter-ocular (%, Challenge)· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#22HG-HSLE
5.03
NME_inter-ocular (%, Challenge)
No paper
#23SCC
4.93
NME_inter-ocular (%, Challenge)· 2020-06-21
Fast and Accurate: Structure Coherence Component for Face Alignment
#243DDE
4.92
NME_inter-ocular (%, Challenge)· 2019-02-05
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees Code
#25SLPT
4.9
NME_inter-ocular (%, Challenge)· 2022-03-13
Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning Code
#26HIH
4.89
NME_inter-ocular (%, Challenge)· 2021-04-07
HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap Code
#27ATF
4.89
NME_inter-ocular (%, Challenge)· Extra Data
No paperCode
#28PIPNet (ResNet-101)
4.89
NME_inter-ocular (%, Challenge)· 2020-03-08
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild Code
#29DAN-MenpoSOTA
4.88
NME_inter-ocular (%, Challenge)· 2017-06-06
Deep Alignment Network: A convolutional neural network for robust face alignment Code
#30FakeIt
4.86
NME_inter-ocular (%, Challenge)· Extra Data· 2021-09-30
Fake It Till You Make It: Face analysis in the wild using synthetic data alone
#31CNN-CRF
4.84
NME_inter-ocular (%, Challenge)· 2020-10-18
Deep Structured Prediction for Facial Landmark Detection Code
#32DenseLandmarks (GNLL)
4.8
NME_inter-ocular (%, Challenge)· 2022-04-06
3D face reconstruction with dense landmarks
#33GRegNet + LRefNet
4.78
NME_inter-ocular (%, Challenge)
No paper
#34SPIGA
4.66
NME_inter-ocular (%, Challenge)· 2022-10-13
Shape Preserving Facial Landmarks with Graph Attention Networks Code
#35BarrelNet (ResNet-101)
4.6
NME_inter-ocular (%, Challenge)· 2021-05-27
When Liebig's Barrel Meets Facial Landmark Detection: A Practical Model
#36ADNet
4.58
NME_inter-ocular (%, Challenge)· 2021-09-13
ADNet: Leveraging Error-Bias Towards Normal Direction in Face Alignment Code
#37AWing
4.52
NME_inter-ocular (%, Challenge)· 2019-04-16
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression Code
#38DTLD+
4.48
NME_inter-ocular (%, Challenge)· 2022-08-23
Towards Accurate Facial Landmark Detection via Cascaded Transformers
#39FiFA
4.47
NME_inter-ocular (%, Challenge)· 2024-02-23
Fiducial Focus Augmentation for Facial Landmark Detection
#40FaRL-B (epoch 16)
4.45
NME_inter-ocular (%, Challenge)· Extra Data· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#41FaRL-B (epoch 64)
4.42
NME_inter-ocular (%, Challenge)· Extra Data· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#42STAR
4.32
NME_inter-ocular (%, Challenge)· 2023-06-05
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection Code
#43SHR-FAN
4.13
NME_inter-ocular (%, Challenge)· Extra Data· 2021-11-03
Subpixel Heatmap Regression for Facial Landmark Localization
#44PropNet
3.99
NME_inter-ocular (%, Challenge)· 2020-06-25
PropagationNet: Propagate Points to Curve to Learn Structure Information