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 150 of 139 papers

TitleStatusHype
FaceXFormer: A Unified Transformer for Facial AnalysisCode3
Shape Preserving Facial Landmarks with Graph Attention NetworksCode2
STAR Loss: Reducing Semantic Ambiguity in Facial Landmark DetectionCode2
Deep Structured Prediction for Facial Landmark DetectionCode1
Teacher Supervises Students How to Learn From Partially Labeled Images for Facial Landmark DetectionCode1
Robust Facial Landmark Detection by Multi-order Multi-constraint Deep NetworksCode1
Whole-Body Human Pose Estimation in the WildCode1
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility LikelihoodCode1
img2pose: Face Alignment and Detection via 6DoF, Face Pose EstimationCode1
A Detailed Look At CNN-based Approaches In Facial Landmark DetectionCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
AnchorFace: An Anchor-based Facial Landmark Detector Across Large PosesCode1
High-Resolution Representations for Labeling Pixels and RegionsCode1
HPRNet: Hierarchical Point Regression for Whole-Body Human Pose EstimationCode1
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the WildCode1
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark DetectionCode1
KeyPosS: Plug-and-Play Facial Landmark Detection through GPS-Inspired True-Range MultilaterationCode1
PFLD: A Practical Facial Landmark DetectorCode1
MOL: Joint Estimation of Micro-Expression, Optical Flow, and Landmark via Transformer-Graph-Style ConvolutionCode1
Teacher-Student Asynchronous Learning with Multi-Source Consistency for Facial Landmark DetectionCode0
Combining Data-driven and Model-driven Methods for Robust Facial Landmark DetectionCode0
3FabRec: Fast Few-shot Face alignment by ReconstructionCode0
Cascaded Dual Vision Transformer for Accurate Facial Landmark DetectionCode0
A Multiresolution 3D Morphable Face Model and Fitting FrameworkCode0
Adaloss: Adaptive Loss Function for Landmark LocalizationCode0
Cascade of Encoder-Decoder CNNs with Learned Coordinates Regressor for Robust Facial Landmarks DetectionCode0
FAB: A Robust Facial Landmark Detection Framework for Motion-Blurred VideosCode0
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style TranslationCode0
A Deeply-initialized Coarse-to-fine Ensemble of Regression Trees for Face AlignmentCode0
Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark DetectorsCode0
Style Aggregated Network for Facial Landmark DetectionCode0
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parametersCode0
Can Synthetic Faces Undo the Damage of Dataset Bias to Face Recognition and Facial Landmark Detection?Code0
POPoS: Improving Efficient and Robust Facial Landmark Detection with Parallel Optimal Position SearchCode0
Dockerface: an Easy to Install and Use Faster R-CNN Face Detector in a Docker ContainerCode0
Dense Face AlignmentCode0
Look at Boundary: A Boundary-Aware Face Alignment AlgorithmCode0
Multi-Task Learning by Deep Collaboration and Application in Facial Landmark DetectionCode0
Improving Robustness of Facial Landmark Detection by Defending Against Adversarial AttacksCode0
ACR Loss: Adaptive Coordinate-based Regression Loss for Face AlignmentCode0
Deep Neural Networks Regularization for Structured Output PredictionCode0
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
Fast Localization of Facial Landmark PointsCode0
Precise Facial Landmark Detection by Dynamic Semantic Aggregation TransformerCode0
ExpNet: Landmark-Free, Deep, 3D Facial ExpressionsCode0
Convolutional Experts Constrained Local Model for Facial Landmark DetectionCode0
Face Alignment using a 3D Deeply-initialized Ensemble of Regression TreesCode0
FacePoseNet: Making a Case for Landmark-Free Face AlignmentCode0
Learning to Impute: A General Framework for Semi-supervised LearningCode0
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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