Facial Landmark Detection

Facial Landmark Detection is a computer vision task that involves detecting and localizing specific points or landmarks on a face, such as the eyes, nose, mouth, and chin. The goal is to accurately identify these landmarks in images or videos of faces in real-time and use them for various applications, such as face recognition, facial expression analysis, and head pose estimation.

( Image credit: Style Aggregated Network for Facial Landmark Detection )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 139 papers

Title	Date	Tasks	Status	Score
Cascade of Encoder-Decoder CNNs with Learned Coordinates Regressor for Robust Facial Landmarks Detection	Oct 15, 2019	DecoderFace Alignment	CodeCode Available	5
FAB: A Robust Facial Landmark Detection Framework for Motion-Blurred Videos	Oct 26, 2019	DeblurringFacial Landmark Detection	CodeCode Available	5
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation	Aug 18, 2019	Face AlignmentFacial Landmark Detection	CodeCode Available	5
A Deeply-initialized Coarse-to-fine Ensemble of Regression Trees for Face Alignment	Sep 1, 2018	Face AlignmentFace Model	CodeCode Available	5
Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark Detectors	Jul 3, 2018	Facial Landmark DetectionOptical Flow Estimation	CodeCode Available	5
Style Aggregated Network for Facial Landmark Detection	Mar 12, 2018	Face AlignmentFacial Landmark Detection	CodeCode Available	5
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parameters	Feb 9, 2019	Facial Landmark DetectionImage Segmentation	CodeCode Available	5
Can Synthetic Faces Undo the Damage of Dataset Bias to Face Recognition and Facial Landmark Detection?	Nov 19, 2018	Data AugmentationFace Model	CodeCode Available	5
POPoS: Improving Efficient and Robust Facial Landmark Detection with Parallel Optimal Position Search	Oct 12, 2024	Computational EfficiencyFacial Landmark Detection	CodeCode Available	5
Dockerface: an Easy to Install and Use Faster R-CNN Face Detector in a Docker Container	Aug 15, 2017	Face DetectionFace Recognition	CodeCode Available	5
Dense Face Alignment	Sep 5, 2017	3D Face ReconstructionFace Alignment	CodeCode Available	5
Look at Boundary: A Boundary-Aware Face Alignment Algorithm	May 26, 2018	Face AlignmentFacial Landmark Detection	CodeCode Available	5
Multi-Task Learning by Deep Collaboration and Application in Facial Landmark Detection	Oct 28, 2017	Facial Landmark DetectionMulti-Task Learning	CodeCode Available	5
Improving Robustness of Facial Landmark Detection by Defending Against Adversarial Attacks	Jan 1, 2021	Face AlignmentFacial Landmark Detection	CodeCode Available	5
ACR Loss: Adaptive Coordinate-based Regression Loss for Face Alignment	Mar 29, 2022	Face AlignmentFacial Landmark Detection	CodeCode Available	5
Deep Neural Networks Regularization for Structured Output Prediction	Apr 28, 2015	Facial Landmark DetectionPrediction	CodeCode Available	5
Facial Landmark Points Detection Using Knowledge Distillation-Based Neural Networks	Nov 13, 2021	Face AlignmentFacial Landmark Detection	CodeCode Available	5
A Deep Regression Architecture With Two-Stage Re-Initialization for High Performance Facial Landmark Detection	Jul 1, 2017	Face DetectionFacial Landmark Detection	CodeCode Available	5
Fast Localization of Facial Landmark Points	Mar 26, 2014	Facial Landmark Detection	CodeCode Available	5
Precise Facial Landmark Detection by Dynamic Semantic Aggregation Transformer	Dec 1, 2024	Face AlignmentFacial Landmark Detection	CodeCode Available	5
ExpNet: Landmark-Free, Deep, 3D Facial Expressions	Feb 2, 2018	3D Face Reconstruction3D Facial Expression Recognition	CodeCode Available	5
Convolutional Experts Constrained Local Model for Facial Landmark Detection	Nov 26, 2016	Facial Landmark Detection	CodeCode Available	5
Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees	Feb 5, 2019	Face AlignmentFace Model	CodeCode Available	5
FacePoseNet: Making a Case for Landmark-Free Face Alignment	Aug 24, 2017	3D Face AlignmentFace Alignment	CodeCode Available	5
Learning to Impute: A General Framework for Semi-supervised Learning	Dec 22, 2019	ClassificationFacial Landmark Detection	CodeCode Available	5

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All datasets 300W COCO-WholeBody AFLW-Full AFLW-Front CatFLW WFLW 300-VW (C)300W (Full)COFW AFLW2000-3D

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	3DDFA	NME	7.01	—	Unverified
2	Pose-Invariant	NME	6.3	—	Unverified
3	CFSS	NME	5.76	—	Unverified
4	SAN GT	NME	3.98	—	Unverified
5	TS3	NME	3.49	—	Unverified
6	Adaloss	NME	3.31	—	Unverified
7	CHR2C (Inter-ocular Norm)	NME	3.3	—	Unverified
8	CNN-CRF (Inter-ocular Norm)	NME	3.3	—	Unverified
9	DCFE (Inter-ocular Norm)	NME	3.24	—	Unverified
10	3DDE (Inter-ocular Norm)	NME	3.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HPRNet (Hourglass-104)	keypoint AP	75.4	—	Unverified
2	HPRNet (DLA)	keypoint AP	74.6	—	Unverified
3	HPRNet (Hourglass-104)	keypoint AP	59.4	—	Unverified
4	HPRNet (DLA)	keypoint AP	55.2	—	Unverified
5	HPRNet (Hourglass-104)	keypoint AP	50.4	—	Unverified
6	HPRNet (DLA)	keypoint AP	47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DCFE (Box height Norm, 19 landmarks - no earlobs)	Mean NME	2.17	—	Unverified
2	3DDE (Box height Norm, 19 landmarks - no earlobs)	Mean NME	2.01	—	Unverified
3	SAN	Mean NME	1.91	—	Unverified
4	AnchorFace	Mean NME	1.56	—	Unverified
5	FiFA	Mean NME	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAN	Mean NME	1.85	—	Unverified
2	AnchorFace	Mean NME	1.38	—	Unverified
3	FiFA	Mean NME	0.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ELD (MobileNetV2)	NME	3.09	—	Unverified
2	ELD (EfficientNetV2B0)	NME	2.98	—	Unverified
3	ELD (EfficientNetV2S)	NME	2.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ELD (EfficientNetV2B1)	NME	4.65	—	Unverified
2	FiFA	NME (inter-ocular)	3.89	—	Unverified
3	D-ViT	NME	3.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CPM+SBR+PAM	AUC0.08 private	59.39	—	Unverified
2	CPM+SBR	AUC0.08 private	58.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AnchorFace	Mean NME	3.72	—	Unverified
2	TS3	Mean NME	3.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	D-ViT	NME (inter-pupil)	4.13	—	Unverified
2	FiFA	NME (inter-ocular)	2.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JVCR	GTE	7.28	—	Unverified