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

Showing 125 of 139 papers

TitleStatusHype
FaceXFormer: A Unified Transformer for Facial AnalysisCode3
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark DetectionCode2
Shape Preserving Facial Landmarks with Graph Attention NetworksCode2
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility LikelihoodCode1
Teacher Supervises Students How to Learn From Partially Labeled Images for Facial Landmark DetectionCode1
PFLD: A Practical Facial Landmark DetectorCode1
MOL: Joint Estimation of Micro-Expression, Optical Flow, and Landmark via Transformer-Graph-Style ConvolutionCode1
HPRNet: Hierarchical Point Regression for Whole-Body Human Pose EstimationCode1
KeyPosS: Plug-and-Play Facial Landmark Detection through GPS-Inspired True-Range MultilaterationCode1
Robust Facial Landmark Detection by Multi-order Multi-constraint Deep NetworksCode1
Whole-Body Human Pose Estimation in the WildCode1
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark DetectionCode1
AnchorFace: An Anchor-based Facial Landmark Detector Across Large PosesCode1
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the WildCode1
Deep Structured Prediction for Facial Landmark DetectionCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
A Detailed Look At CNN-based Approaches In Facial Landmark DetectionCode1
High-Resolution Representations for Labeling Pixels and RegionsCode1
img2pose: Face Alignment and Detection via 6DoF, Face Pose EstimationCode1
A Real-Time Multi-Task Learning System for Joint Detection of Face, Facial Landmark and Head Pose0
DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis0
Constrained Joint Cascade Regression Framework for Simultaneous Facial Action Unit Recognition and Facial Landmark Detection0
Boosting Facial Action Unit Detection Through Jointly Learning Facial Landmark Detection and Domain Separation and Reconstruction0
Benchmarking Shadow Removal for Facial Landmark Detection and Beyond0
2D Wasserstein Loss for Robust Facial Landmark Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
13DDFANME7.01Unverified
2Pose-InvariantNME6.3Unverified
3CFSSNME5.76Unverified
4SAN GTNME3.98Unverified
5TS3NME3.49Unverified
6AdalossNME3.31Unverified
7CHR2C (Inter-ocular Norm)NME3.3Unverified
8CNN-CRF (Inter-ocular Norm)NME3.3Unverified
9DCFE (Inter-ocular Norm)NME3.24Unverified
103DDE (Inter-ocular Norm)NME3.13Unverified
#ModelMetricClaimedVerifiedStatus
1HPRNet (Hourglass-104)keypoint AP75.4Unverified
2HPRNet (DLA)keypoint AP74.6Unverified
3HPRNet (Hourglass-104)keypoint AP59.4Unverified
4HPRNet (DLA)keypoint AP55.2Unverified
5HPRNet (Hourglass-104)keypoint AP50.4Unverified
6HPRNet (DLA)keypoint AP47Unverified
#ModelMetricClaimedVerifiedStatus
1DCFE (Box height Norm, 19 landmarks - no earlobs)Mean NME 2.17Unverified
23DDE (Box height Norm, 19 landmarks - no earlobs)Mean NME2.01Unverified
3SANMean NME 1.91Unverified
4AnchorFaceMean NME 1.56Unverified
5FiFAMean NME 0.92Unverified
#ModelMetricClaimedVerifiedStatus
1SANMean NME 1.85Unverified
2AnchorFaceMean NME1.38Unverified
3FiFAMean NME0.8Unverified
#ModelMetricClaimedVerifiedStatus
1ELD (MobileNetV2)NME3.09Unverified
2ELD (EfficientNetV2B0)NME2.98Unverified
3ELD (EfficientNetV2S)NME2.83Unverified
#ModelMetricClaimedVerifiedStatus
1ELD (EfficientNetV2B1)NME4.65Unverified
2FiFANME (inter-ocular)3.89Unverified
3D-ViTNME3.75Unverified
#ModelMetricClaimedVerifiedStatus
1CPM+SBR+PAMAUC0.08 private59.39Unverified
2CPM+SBRAUC0.08 private58.22Unverified
#ModelMetricClaimedVerifiedStatus
1AnchorFaceMean NME 3.72Unverified
2TS3Mean NME 3.49Unverified
#ModelMetricClaimedVerifiedStatus
1D-ViTNME (inter-pupil)4.13Unverified
2FiFANME (inter-ocular)2.96Unverified
#ModelMetricClaimedVerifiedStatus
1JVCRGTE7.28Unverified