3D on 300W

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

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#	Model↕	NME_inter-pupil (%, Full)▼	Augmentations	Paper	Date↕	Code
1	3DDFA	7.01	No	Face Alignment Across Large Poses: A 3D Solution	2015-11-23	Code
2	SIR-LAN	5.04	No	Facial Landmarks Detection by Self-Iterative Reg...	2018-03-18	-
3	DAN-Menpo	4.83	No	Deep Alignment Network: A convolutional neural n...	2017-06-06	Code
4	CHR2C	4.64	No	-	-	Code
5	CNN-CRF	4.63	No	Deep Structured Prediction for Facial Landmark D...	2020-10-18	Code
6	DCFE	4.55	No	-	-	Code
7	3DDE	4.39	No	Face Alignment using a 3D Deeply-initialized Ens...	2019-02-05	Code
8	GRegNet + LRefNet	4.37	No	-	-	-
9	AWing	4.31	No	Adaptive Wing Loss for Robust Face Alignment via...	2019-04-16	Code
10	SPIGA	4.2	No	Shape Preserving Facial Landmarks with Graph Att...	2022-10-13	Code
11	LAB	4.12	Yes	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
12	FaRL-B (epoch 16)	4.11	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
13	PropNet	4.1	No	PropagationNet: Propagate Points to Curve to Lea...	2020-06-25	-
14	ADNet	4.08	No	ADNet: Leveraging Error-Bias Towards Normal Dire...	2021-09-13	Code
15	FaRL-B (epoch 64)	4.05	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
16	Wing	4.04	No	Wing Loss for Robust Facial Landmark Localisatio...	2017-11-17	Code
17	STAR	4.03	No	STAR Loss: Reducing Semantic Ambiguity in Facial...	2023-06-05	Code
18	HGs + SA + Norm + GHCU	4.02	No	Semantic Alignment: Finding Semantically Consist...	2019-03-26	-

#13DDFASOTA
7.01
NME_inter-pupil (%, Full)· 2015-11-23
Face Alignment Across Large Poses: A 3D Solution Code
#2SIR-LAN
5.04
NME_inter-pupil (%, Full)· 2018-03-18
Facial Landmarks Detection by Self-Iterative Regression based Landmarks-Attention Network
#3DAN-Menpo
4.83
NME_inter-pupil (%, Full)· 2017-06-06
Deep Alignment Network: A convolutional neural network for robust face alignment Code
#4CHR2C
4.64
NME_inter-pupil (%, Full)
No paperCode
#5CNN-CRF
4.63
NME_inter-pupil (%, Full)· 2020-10-18
Deep Structured Prediction for Facial Landmark Detection Code
#6DCFE
4.55
NME_inter-pupil (%, Full)
No paperCode
#73DDE
4.39
NME_inter-pupil (%, Full)· 2019-02-05
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees Code
#8GRegNet + LRefNet
4.37
NME_inter-pupil (%, Full)
No paper
#9AWing
4.31
NME_inter-pupil (%, Full)· 2019-04-16
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression Code
#10SPIGA
4.2
NME_inter-pupil (%, Full)· 2022-10-13
Shape Preserving Facial Landmarks with Graph Attention Networks Code
#11LAB
4.12
NME_inter-pupil (%, Full)· Augmentations· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#12FaRL-B (epoch 16)
4.11
NME_inter-pupil (%, Full)· Augmentations· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#13PropNet
4.1
NME_inter-pupil (%, Full)· 2020-06-25
PropagationNet: Propagate Points to Curve to Learn Structure Information
#14ADNet
4.08
NME_inter-pupil (%, Full)· 2021-09-13
ADNet: Leveraging Error-Bias Towards Normal Direction in Face Alignment Code
#15FaRL-B (epoch 64)
4.05
NME_inter-pupil (%, Full)· Augmentations· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#16Wing
4.04
NME_inter-pupil (%, Full)· 2017-11-17
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks Code
#17STAR
4.03
NME_inter-pupil (%, Full)· 2023-06-05
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection Code
#18HGs + SA + Norm + GHCU
4.02
NME_inter-pupil (%, Full)· 2019-03-26
Semantic Alignment: Finding Semantically Consistent Ground-truth for Facial Landmark Detection