3D Face Modelling on AFLW-19

Metric: NME_diag (%, Full) (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	NME_diag (%, Full)▼	Extra Data	Paper	Date↕	Code
1	CFSS	3.92	No	-	-	Code
2	CCL	2.72	No	-	-	-
3	DAC-CSR	2.21	No	Dynamic Attention-controlled Cascaded Shape Regr...	2016-11-16	-
4	SAN	1.91	No	Style Aggregated Network for Facial Landmark Det...	2018-03-12	Code
5	DSRN	1.86	No	-	-	-
6	LAB (w/o B)	1.85	No	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
7	Wing	1.65	No	Wing Loss for Robust Facial Landmark Localisatio...	2017-11-17	Code
8	HR-Net	1.57	No	High-Resolution Representations for Labeling Pix...	2019-04-09	Code
9	AnchorFace	1.56	No	AnchorFace: An Anchor-based Facial Landmark Dete...	2020-07-07	Code
10	VGG-F	1.55	Yes	Pre-training strategies and datasets for facial ...	2021-03-30	Code
11	ATF	1.55	Yes	-	-	Code
12	PIPNet (ResNet-101)	1.42	No	Pixel-in-Pixel Net: Towards Efficient Facial Lan...	2020-03-08	Code
13	LUVLi	1.39	No	LUVLi Face Alignment: Estimating Landmarks' Loca...	2020-04-06	Code
14	MHHN	1.38	No	Robust Face Alignment by Multi-order High-precis...	2020-10-17	-
15	DTLD+	1.37	No	Towards Accurate Facial Landmark Detection via C...	2022-08-23	-
16	SHR-FAN	1.31	Yes	Subpixel Heatmap Regression for Facial Landmark ...	2021-11-03	-
17	LAB (w/ B)	1.25	Yes	Look at Boundary: A Boundary-Aware Face Alignmen...	2018-05-26	Code
18	FASE	1.02	No	-	-	-
19	FaRL-B (epoch 16)	0.943	Yes	General Facial Representation Learning in a Visu...	2021-12-06	Code
20	FiFA	0.92	No	Fiducial Focus Augmentation for Facial Landmark ...	2024-02-23	-

#1CFSS
3.92
NME_diag (%, Full)
No paperCode
#2CCL
2.72
NME_diag (%, Full)
No paper
#3DAC-CSRSOTA
2.21
NME_diag (%, Full)· 2016-11-16
Dynamic Attention-controlled Cascaded Shape Regression Exploiting Training Data Augmentation and Fuzzy-set Sample Weighting
#4SAN
1.91
NME_diag (%, Full)· 2018-03-12
Style Aggregated Network for Facial Landmark Detection Code
#5DSRN
1.86
NME_diag (%, Full)
No paper
#6LAB (w/o B)
1.85
NME_diag (%, Full)· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#7Wing
1.65
NME_diag (%, Full)· 2017-11-17
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks Code
#8HR-Net
1.57
NME_diag (%, Full)· 2019-04-09
High-Resolution Representations for Labeling Pixels and Regions Code
#9AnchorFace
1.56
NME_diag (%, Full)· 2020-07-07
AnchorFace: An Anchor-based Facial Landmark Detector Across Large Poses Code
#10VGG-F
1.55
NME_diag (%, Full)· Extra Data· 2021-03-30
Pre-training strategies and datasets for facial representation learning Code
#11ATF
1.55
NME_diag (%, Full)· Extra Data
No paperCode
#12PIPNet (ResNet-101)
1.42
NME_diag (%, Full)· 2020-03-08
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild Code
#13LUVLi
1.39
NME_diag (%, Full)· 2020-04-06
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood Code
#14MHHN
1.38
NME_diag (%, Full)· 2020-10-17
Robust Face Alignment by Multi-order High-precision Hourglass Network
#15DTLD+
1.37
NME_diag (%, Full)· 2022-08-23
Towards Accurate Facial Landmark Detection via Cascaded Transformers
#16SHR-FAN
1.31
NME_diag (%, Full)· Extra Data· 2021-11-03
Subpixel Heatmap Regression for Facial Landmark Localization
#17LAB (w/ B)
1.25
NME_diag (%, Full)· Extra Data· 2018-05-26
Look at Boundary: A Boundary-Aware Face Alignment Algorithm Code
#18FASE
1.02
NME_diag (%, Full)
No paper
#19FaRL-B (epoch 16)
0.943
NME_diag (%, Full)· Extra Data· 2021-12-06
General Facial Representation Learning in a Visual-Linguistic Manner Code
#20FiFA
0.92
NME_diag (%, Full)· 2024-02-23
Fiducial Focus Augmentation for Facial Landmark Detection