SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 139 papers

TitleStatusHype
Hallucinating very low-resolution and obscured face images—0
A Fully Automated System for Sizing Nasal PAP Masks Using Facial Photographs—0
Facial Landmark Detection for Manga Images—0
Dual-Agent Deep Reinforcement Learning for Deformable Face Tracking—0
A Deeply-initialized Coarse-to-fine Ensemble of Regression Trees for Face AlignmentCode0
Deep Multi-Task Learning to Recognise Subtle Facial Expressions of Mental States—0
Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark DetectorsCode0
Robust Facial Landmark Detection via a Fully-Convolutional Local-Global Context Network—0
Look at Boundary: A Boundary-Aware Face Alignment AlgorithmCode0
Facial Landmark Detection: a Literature Survey—0
Facial Landmarks Localization using Cascaded Neural Networks—0
Thermal to Visible Synthesis of Face Images using Multiple Regions—0
Style Aggregated Network for Facial Landmark DetectionCode0
ExpNet: Landmark-Free, Deep, 3D Facial ExpressionsCode0
Joint Voxel and Coordinate Regression for Accurate 3D Facial Landmark Localization—0
Multi-Task Learning by Deep Collaboration and Application in Facial Landmark DetectionCode0
Recurrent 3D-2D Dual Learning for Large-Pose Facial Landmark Detection—0
Robust Facial Landmark Detection under Significant Head Poses and Occlusion—0
Constrained Joint Cascade Regression Framework for Simultaneous Facial Action Unit Recognition and Facial Landmark Detection—0
Simultaneous Facial Landmark Detection, Pose and Deformation Estimation under Facial Occlusion—0
Dense Face AlignmentCode0
FacePoseNet: Making a Case for Landmark-Free Face AlignmentCode0
Dockerface: an Easy to Install and Use Faster R-CNN Face Detector in a Docker ContainerCode0
Pose-Invariant Face Alignment with a Single CNN—0
A Deep Regression Architecture With Two-Stage Re-Initialization for High Performance Facial Landmark DetectionCode0
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All datasets300WCOCO-WholeBodyAFLW-FullAFLW-FrontCatFLWWFLW300-VW (C)300W (Full)COFWAFLW2000-3D

Benchmark Results

#ModelMetricClaimedVerifiedStatus
13DDFANME7.01—Unverified
2Pose-InvariantNME6.3—Unverified
3CFSSNME5.76—Unverified
4SAN GTNME3.98—Unverified
5TS3NME3.49—Unverified
6AdalossNME3.31—Unverified
7CHR2C (Inter-ocular Norm)NME3.3—Unverified
8CNN-CRF (Inter-ocular Norm)NME3.3—Unverified
9DCFE (Inter-ocular Norm)NME3.24—Unverified
103DDE (Inter-ocular Norm)NME3.13—Unverified
#ModelMetricClaimedVerifiedStatus
1HPRNet (Hourglass-104)keypoint AP75.4—Unverified
2HPRNet (DLA)keypoint AP74.6—Unverified
3HPRNet (Hourglass-104)keypoint AP59.4—Unverified
4HPRNet (DLA)keypoint AP55.2—Unverified
5HPRNet (Hourglass-104)keypoint AP50.4—Unverified
6HPRNet (DLA)keypoint AP47—Unverified
#ModelMetricClaimedVerifiedStatus
1DCFE (Box height Norm, 19 landmarks - no earlobs)Mean NME 2.17—Unverified
23DDE (Box height Norm, 19 landmarks - no earlobs)Mean NME2.01—Unverified
3SANMean NME 1.91—Unverified
4AnchorFaceMean NME 1.56—Unverified
5FiFAMean NME 0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1SANMean NME 1.85—Unverified
2AnchorFaceMean NME1.38—Unverified
3FiFAMean NME0.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ELD (MobileNetV2)NME3.09—Unverified
2ELD (EfficientNetV2B0)NME2.98—Unverified
3ELD (EfficientNetV2S)NME2.83—Unverified
#ModelMetricClaimedVerifiedStatus
1ELD (EfficientNetV2B1)NME4.65—Unverified
2FiFANME (inter-ocular)3.89—Unverified
3D-ViTNME3.75—Unverified
#ModelMetricClaimedVerifiedStatus
1CPM+SBR+PAMAUC0.08 private59.39—Unverified
2CPM+SBRAUC0.08 private58.22—Unverified
#ModelMetricClaimedVerifiedStatus
1AnchorFaceMean NME 3.72—Unverified
2TS3Mean NME 3.49—Unverified
#ModelMetricClaimedVerifiedStatus
1D-ViTNME (inter-pupil)4.13—Unverified
2FiFANME (inter-ocular)2.96—Unverified
#ModelMetricClaimedVerifiedStatus
1JVCRGTE7.28—Unverified