3D Face Reconstruction on 300W

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

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#	Model↕	NME_inter-ocular (%, Common)▼	Extra Data	Paper	Date↕	Code
1	3DDFA	5.09	No	Face Alignment in Full Pose Range: A 3D Total So...	2018-04-02	Code
2	ASMNet	4.82	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
3	RCN	4.2	No	Improving Landmark Localization with Semi-Superv...	2017-09-05	-
4	MobileNetV2	3.88	No	ASMNet: a Lightweight Deep Neural Network for Fa...	2021-02-27	Code
5	MobileNetV2+KD-Loss	3.56	No	Facial Landmark Points Detection Using Knowledge...	2021-11-13	Code
6	ODN	3.56	No	-	-	-
7	SCAF	3.48	No	-	-	-
8	EF-3ACR	3.36	No	ACR Loss: Adaptive Coordinate-based Regression L...	2022-03-29	Code
9	3FabRec	3.36	No	3FabRec: Fast Few-shot Face alignment by Reconst...	2019-11-24	Code
10	SAN	3.34	No	Style Aggregated Network for Facial Landmark Det...	2018-03-12	Code
11	LaplaceKL	3.28	No	Laplace Landmark Localization	2019-03-27	-
12	AVS	3.21	No	Aggregation via Separation: Boosting Facial Land...	2019-08-18	Code
13	AnchorFace	3.12	No	AnchorFace: An Anchor-based Facial Landmark Dete...	2020-07-07	Code
14	DAN-Menpo	3.09	No	Deep Alignment Network: A convolutional neural n...	2017-06-06	Code
15	FakeIt	3.09	Yes	Fake It Till You Make It: Face analysis in the w...	2021-09-30	-
16	LDDMM-Face	3.07	No	LDDMM-Face: Large Deformation Diffeomorphic Metr...	2021-08-02	-
17	DenseLandmarks (GNLL)	3.03	No	3D face reconstruction with dense landmarks	2022-04-06	-
18	LAB	2.98	Yes	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
19	FASE	2.97	No	-	-	-
20	CNN-CRF	2.93	No	Deep Structured Prediction for Facial Landmark D...	2020-10-18	Code
21	DeCaFA	2.93	No	DeCaFA: Deep Convolutional Cascade for Face Alig...	2019-04-04	-
22	SCC	2.88	No	Fast and Accurate: Structure Coherence Component...	2020-06-21	-
23	HR-Net	2.87	No	High-Resolution Representations for Labeling Pix...	2019-04-09	Code
24	HRNet	2.87	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
25	HG-HSLE	2.85	No	-	-	-
26	CHR2C	2.85	No	-	-	Code
27	PIPNet (ResNet-101)	2.78	No	Pixel-in-Pixel Net: Towards Efficient Facial Lan...	2020-03-08	Code
28	DCFE	2.76	No	-	-	Code
29	ATF	2.75	Yes	-	-	Code
30	SLPT	2.75	No	Sparse Local Patch Transformer for Robust Face A...	2022-03-13	Code
31	BarrelNet (ResNet-101)	2.73	No	When Liebig's Barrel Meets Facial Landmark Detec...	2021-05-27	-
32	AWing	2.72	No	Adaptive Wing Loss for Robust Face Alignment via...	2019-04-16	Code
33	GRegNet + LRefNet	2.71	No	-	-	-
34	3DDE	2.69	No	Face Alignment using a 3D Deeply-initialized Ens...	2019-02-05	Code
35	PropNet	2.67	No	PropagationNet: Propagate Points to Curve to Lea...	2020-06-25	-
36	HIH	2.65	No	HIH: Towards More Accurate Face Alignment via He...	2021-04-07	Code
37	SHR-FAN	2.61	Yes	Subpixel Heatmap Regression for Facial Landmark ...	2021-11-03	-
38	DTLD+	2.6	No	Towards Accurate Facial Landmark Detection via C...	2022-08-23	-
39	SPIGA	2.59	No	Shape Preserving Facial Landmarks with Graph Att...	2022-10-13	Code
40	FaRL-B (epoch 16)	2.56	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
41	ADNet	2.53	No	ADNet: Leveraging Error-Bias Towards Normal Dire...	2021-09-13	Code
42	STAR	2.52	No	STAR Loss: Reducing Semantic Ambiguity in Facial...	2023-06-05	Code
43	FiFA	2.51	No	Fiducial Focus Augmentation for Facial Landmark ...	2024-02-23	-
44	FaRL-B (epoch 64)	2.5	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code

#13DDFASOTA
5.09
NME_inter-ocular (%, Common)· 2018-04-02
Face Alignment in Full Pose Range: A 3D Total Solution Code
#2ASMNet
4.82
NME_inter-ocular (%, Common)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#3RCNSOTA
4.2
NME_inter-ocular (%, Common)· 2017-09-05
Improving Landmark Localization with Semi-Supervised Learning
#4MobileNetV2
3.88
NME_inter-ocular (%, Common)· 2021-02-27
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation Code
#5MobileNetV2+KD-Loss
3.56
NME_inter-ocular (%, Common)· 2021-11-13
Facial Landmark Points Detection Using Knowledge Distillation-Based Neural Networks Code
#6ODN
3.56
NME_inter-ocular (%, Common)
No paper
#7SCAF
3.48
NME_inter-ocular (%, Common)
No paper
#8EF-3ACR
3.36
NME_inter-ocular (%, Common)· 2022-03-29
ACR Loss: Adaptive Coordinate-based Regression Loss for Face Alignment Code
#93FabRec
3.36
NME_inter-ocular (%, Common)· 2019-11-24
3FabRec: Fast Few-shot Face alignment by Reconstruction Code
#10SAN
3.34
NME_inter-ocular (%, Common)· 2018-03-12
Style Aggregated Network for Facial Landmark Detection Code
#11LaplaceKL
3.28
NME_inter-ocular (%, Common)· 2019-03-27
Laplace Landmark Localization
#12AVS
3.21
NME_inter-ocular (%, Common)· 2019-08-18
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation Code
#13AnchorFace
3.12
NME_inter-ocular (%, Common)· 2020-07-07
AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses Code
#14DAN-MenpoSOTA
3.09
NME_inter-ocular (%, Common)· 2017-06-06
Deep Alignment Network: A convolutional neural network for robust face alignment Code
#15FakeIt
3.09
NME_inter-ocular (%, Common)· Extra Data· 2021-09-30
Fake It Till You Make It: Face analysis in the wild using synthetic data alone
#16LDDMM-Face
3.07
NME_inter-ocular (%, Common)· 2021-08-02
LDDMM-Face: Large Deformation Diffeomorphic Metric Learning for Flexible and Consistent Face Alignment
#17DenseLandmarks (GNLL)
3.03
NME_inter-ocular (%, Common)· 2022-04-06
3D face reconstruction with dense landmarks
#18LAB
2.98
NME_inter-ocular (%, Common)· Extra Data· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#19FASE
2.97
NME_inter-ocular (%, Common)
No paper
#20CNN-CRF
2.93
NME_inter-ocular (%, Common)· 2020-10-18
Deep Structured Prediction for Facial Landmark Detection Code
#21DeCaFA
2.93
NME_inter-ocular (%, Common)· 2019-04-04
DeCaFA: Deep Convolutional Cascade for Face Alignment In The Wild
#22SCC
2.88
NME_inter-ocular (%, Common)· 2020-06-21
Fast and Accurate: Structure Coherence Component for Face Alignment
#23HR-Net
2.87
NME_inter-ocular (%, Common)· 2019-04-09
High-Resolution Representations for Labeling Pixels and Regions Code
#24HRNet
2.87
NME_inter-ocular (%, Common)· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#25HG-HSLE
2.85
NME_inter-ocular (%, Common)
No paper
#26CHR2C
2.85
NME_inter-ocular (%, Common)
No paperCode
#27PIPNet (ResNet-101)
2.78
NME_inter-ocular (%, Common)· 2020-03-08
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild Code
#28DCFE
2.76
NME_inter-ocular (%, Common)
No paperCode
#29ATF
2.75
NME_inter-ocular (%, Common)· Extra Data
No paperCode
#30SLPT
2.75
NME_inter-ocular (%, Common)· 2022-03-13
Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning Code
#31BarrelNet (ResNet-101)
2.73
NME_inter-ocular (%, Common)· 2021-05-27
When Liebig's Barrel Meets Facial Landmark Detection: A Practical Model
#32AWing
2.72
NME_inter-ocular (%, Common)· 2019-04-16
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression Code
#33GRegNet + LRefNet
2.71
NME_inter-ocular (%, Common)
No paper
#343DDE
2.69
NME_inter-ocular (%, Common)· 2019-02-05
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees Code
#35PropNet
2.67
NME_inter-ocular (%, Common)· 2020-06-25
PropagationNet: Propagate Points to Curve to Learn Structure Information
#36HIH
2.65
NME_inter-ocular (%, Common)· 2021-04-07
HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap Code
#37SHR-FAN
2.61
NME_inter-ocular (%, Common)· Extra Data· 2021-11-03
Subpixel Heatmap Regression for Facial Landmark Localization
#38DTLD+
2.6
NME_inter-ocular (%, Common)· 2022-08-23
Towards Accurate Facial Landmark Detection via Cascaded Transformers
#39SPIGA
2.59
NME_inter-ocular (%, Common)· 2022-10-13
Shape Preserving Facial Landmarks with Graph Attention Networks Code
#40FaRL-B (epoch 16)
2.56
NME_inter-ocular (%, Common)· Extra Data· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#41ADNet
2.53
NME_inter-ocular (%, Common)· 2021-09-13
ADNet: Leveraging Error-Bias Towards Normal Direction in Face Alignment Code
#42STAR
2.52
NME_inter-ocular (%, Common)· 2023-06-05
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection Code
#43FiFA
2.51
NME_inter-ocular (%, Common)· 2024-02-23
Fiducial Focus Augmentation for Facial Landmark Detection
#44FaRL-B (epoch 64)
2.5
NME_inter-ocular (%, Common)· Extra Data· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code