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
Laplace Landmark Localization—0
Self-supervised Learning of Interpretable Keypoints from Unlabelled Videos—0
Learning Robust Facial Landmark Detection via Hierarchical Structured Ensemble—0
Leveraging Datasets With Varying Annotations for Face Alignment via Deep Regression Network—0
Limitations and Biases in Facial Landmark Detection -- An Empirical Study on Older Adults with Dementia—0
Lite-HRNet Plus: Fast and Accurate Facial Landmark Detection—0
FAB: A Robust Facial Landmark Detection Framework for Motion-Blurred VideosCode0
Face Alignment using a 3D Deeply-initialized Ensemble of Regression TreesCode0
FacePoseNet: Making a Case for Landmark-Free Face AlignmentCode0
ExpNet: Landmark-Free, Deep, 3D Facial ExpressionsCode0
Precise Facial Landmark Detection by Dynamic Semantic Aggregation TransformerCode0
Learning to Impute: A General Framework for Semi-supervised LearningCode0
Can Synthetic Faces Undo the Damage of Dataset Bias to Face Recognition and Facial Landmark Detection?Code0
Unsupervised Learning of Landmarks by Descriptor Vector ExchangeCode0
ACR Loss: Adaptive Coordinate-based Regression Loss for Face AlignmentCode0
Towards Multi-domain Face Landmark Detection with Synthetic Data from Diffusion modelCode0
Look at Boundary: A Boundary-Aware Face Alignment AlgorithmCode0
Combining Data-driven and Model-driven Methods for Robust Facial Landmark DetectionCode0
Facial Landmark Points Detection Using Knowledge Distillation-Based Neural NetworksCode0
A Deep Regression Architecture With Two-Stage Re-Initialization for High Performance Facial Landmark DetectionCode0
3FabRec: Fast Few-shot Face alignment by ReconstructionCode0
Fast Localization of Facial Landmark PointsCode0
A Deeply-initialized Coarse-to-fine Ensemble of Regression Trees for Face AlignmentCode0
Cascade of Encoder-Decoder CNNs with Learned Coordinates Regressor for Robust Facial Landmarks DetectionCode0
Style Aggregated Network for 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