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 51–75 of 139 papers

TitleStatusHype
Modeling the Nonsmoothness of Modern Neural Networks—0
Multi-spectral Facial Landmark Detection—0
Neonatal Face and Facial Landmark Detection from Video Recordings—0
Occlusion-Free Face Alignment: Deep Regression Networks Coupled With De-Corrupt AutoEncoders—0
ORFormer: Occlusion-Robust Transformer for Accurate Facial Landmark Detection—0
Pose-Invariant Face Alignment with a Single CNN—0
Precise Facial Landmark Detection by Reference Heatmap Transformer—0
Quantum-Assisted Support Vector Regression—0
Real-Time Drowsiness Detection Using Eye Aspect Ratio and Facial Landmark Detection—0
Real-Time Facial Expression Recognition using Facial Landmarks and Neural Networks—0
Recurrent 3D-2D Dual Learning for Large-Pose Facial Landmark Detection—0
RePFormer: Refinement Pyramid Transformer for Robust Facial Landmark Detection—0
Revisiting Facial Key Point Detection: An Efficient Approach Using Deep Neural Networks—0
Robust and Precise Facial Landmark Detection by Self-Calibrated Pose Attention Network—0
Robust Facial Landmark Detection by Cross-order Cross-semantic Deep Network—0
Robust Facial Landmark Detection under Significant Head Poses and Occlusion—0
Robust Facial Landmark Detection via Occlusion-Adaptive Deep Networks—0
Robust Facial Landmark Detection via Aggregation on Geometrically Manipulated Faces—0
Robust Facial Landmark Detection via a Fully-Convolutional Local-Global Context Network—0
Semantic Alignment: Finding Semantically Consistent Ground-truth for Facial Landmark Detection—0
Semantic Style Transfer for Enhancing Animal Facial Landmark Detection—0
Simultaneous Facial Landmark Detection, Pose and Deformation Estimation under Facial Occlusion—0
The Blessing and the Curse of the Noise behind Facial Landmark Annotations—0
Thermal to Visible Synthesis of Face Images using Multiple Regions—0
Towards Accurate Facial Landmark Detection via Cascaded Transformers—0
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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