SOTAVerified

Face Recognition

Facial Recognition is the task of making a positive identification of a face in a photo or video image against a pre-existing database of faces. It begins with detection - distinguishing human faces from other objects in the image - and then works on identification of those detected faces.

The state of the art tables for this task are contained mainly in the consistent parts of the task : the face verification and face identification tasks.

( Image credit: Face Verification )

Papers

Showing 21512200 of 2329 papers

TitleStatusHype
Naive-Deep Face Recognition: Touching the Limit of LFW Benchmark or Not?0
Deep Face Recognition0
Face recognition using color local binary pattern from mutually independent color channels0
Primal-Dual Algorithms for Non-negative Matrix Factorization with the Kullback-Leibler DivergenceCode0
Deeply learned face representations are sparse, selective, and robust0
Multi-View Perceptron: a Deep Model for Learning Face Identity and View Representations0
Effective Face Frontalization in Unconstrained Images0
Learning Face Representation from ScratchCode1
Maximum Likelihood Directed Enumeration Method in Piecewise-Regular Object Recognition0
Non Binary Local Gradient Contours for Face Recognition0
Dense 3D Face Correspondence0
Facial Feature Point Detection: A Comprehensive Survey0
A Deep Graph Embedding Network Model for Face Recognition0
HSR: L1/2 Regularized Sparse Representation for Fast Face Recognition using Hierarchical Feature Selection0
A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-resolution0
Unsupervised learning of clutter-resistant visual representations from natural videos0
Sparse Coding on Symmetric Positive Definite Manifolds using Bregman Divergences0
Image processing0
Robust 3D face recognition in presence of pose and partial occlusions or missing parts0
Face Detection Using Radial Basis Functions Neural Networks With Fixed Spread0
Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition0
A unified framework for thermal face recognition0
Large-scale Supervised Hierarchical Feature Learning for Face Recognition0
Deep Learning Multi-View Representation for Face Recognition0
Face Image Classification by Pooling Raw Features0
Face Identification with Second-Order Pooling0
DeepFace: Closing the Gap to Human-Level Performance in Face VerificationCode0
Web-Scale Training for Face Identification0
Deep Learning Face Representation by Joint Identification-VerificationCode0
Neural tuning size is a key factor underlying holistic face processing0
Structured Dictionary Learning for Classification0
Shared Representation Learning for Heterogeneous Face Recognition0
Latent Dictionary Learning for Sparse Representation based Classification0
l0 Norm Based Dictionary Learning by Proximal Methods with Global Convergence0
Learning Non-Linear Reconstruction Models for Image Set Classification0
Stacked Progressive Auto-Encoders (SPAE) for Face Recognition Across Poses0
A Compact and Discriminative Face Track Descriptor0
3D-aided Face Recognition Robust to Expression and Pose Variations0
Who Do I Look Like? Determining Parent-Offspring Resemblance via Gated Autoencoders0
Supervised Dictionary Learning by a Variational Bayesian Group Sparse Nonnegative Matrix Factorization0
Multi Modal Face Recognition Using Block Based Curvelet Features0
An Overview of Face Liveness Detection0
Nuclear Norm based Matrix Regression with Applications to Face Recognition with Occlusion and Illumination Changes0
Large Margin Image Set Representation and Classification0
Robust Face Recognition via Adaptive Sparse Representation0
Surpassing Human-Level Face Verification Performance on LFW with GaussianFace0
PCANet: A Simple Deep Learning Baseline for Image Classification?Code0
Learning Deep Face Representation0
Quality-based Multimodal Classification Using Tree-Structured Sparsity0
Multi-view Face Analysis Based on Gabor Features0
Show:102550
← PrevPage 44 of 47Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR4.38Unverified
2GhostFaceNetV2-1 (MS1MV3)Accuracy1Unverified
3SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)Accuracy1Unverified
4ProdpolyAccuracy1Unverified
5DiscFaceAccuracy1Unverified
6ArcFace + MS1MV2 + R100Accuracy1Unverified
7DCQAccuracy1Unverified
8AdaFace + WebFace4M + R100Accuracy1Unverified
9EdgeFace - S (g=0.5)Accuracy1Unverified
10EdgeFace - XS (g=0.6)Accuracy1Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.99Unverified
2SymFace + AdaFace + ResNet100 +WebFaceAccuracy0.99Unverified
3ElasticFace-ArcAccuracy0.99Unverified
4DiscFaceAccuracy0.99Unverified
5CircleLoss(ours)Accuracy0.96Unverified
6EdgeFace - S (g=0.5)Accuracy0.96Unverified
7DCQAccuracy0.93Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy91.47Unverified
2Fine-tuned FaceNetAccuracy88.06Unverified
3ArcFaceAccuracy87.95Unverified
4Fine-tuned VGG-FaceAccuracy86.85Unverified
5FaceNetAccuracy84.21Unverified
6VGG-FaceAccuracy79.65Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy95.43Unverified
2Fine-tuned FaceNetAccuracy93.58Unverified
3ArcFaceAccuracy91.78Unverified
4Fine-tuned VGG-FaceAccuracy91.51Unverified
5FaceNetAccuracy90.96Unverified
6VGG-FaceAccuracy84.56Unverified
#ModelMetricClaimedVerifiedStatus
1MS1MV2, R100, SFaceAccuracy91.57Unverified
2MS1MV2, R100, ArcfaceAccuracy90.57Unverified
3MS1MV2, R100, CurricularfaceAccuracy90.43Unverified
4VGGFace2, R50, ArcFaceAccuracy85.95Unverified
5CASIA-WebFace, R50, CosFaceAccuracy82.52Unverified
6Private-Asia, R50, ArcFaceAccuracy77.2Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.98Unverified
2ElasticFace-CosAccuracy0.98Unverified
3Transformer loss+ArcFace ResNet100Accuracy0.98Unverified
4DCQAccuracy0.98Unverified
#ModelMetricClaimedVerifiedStatus
1VGG based5-class test accuracy99.2Unverified
2PIC - ArcFaceFNMR [%] @ 10-3 FMR4.22Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR3.92Unverified
4PIC - QMagFaceFNMR [%] @ 10-3 FMR3.24Unverified
#ModelMetricClaimedVerifiedStatus
1ElasticFace-CosTAR @ FAR=0.00010.95Unverified
2ArcFace+CSFMRank-10.95Unverified
3ArcFace + MS1MV2 + R100Rank-10.95Unverified
4AdaFace + MS1MV3 + R100TAR @ FAR=0.00010.94Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.96Unverified
2ElasticFace-ArcAccuracy0.96Unverified
3GhostFaceNetV2-1Accuracy0.96Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR10.1Unverified
2PIC - QMagFaceFNMR [%] @ 10-3 FMR9.78Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR9.75Unverified
#ModelMetricClaimedVerifiedStatus
1ArcFace + PPLTAR@FAR=0.000178.8Unverified
2MaskInv-HGTAR@FAR=0.000178.36Unverified
3FocusFaceTAR@FAR=0.000177.77Unverified
#ModelMetricClaimedVerifiedStatus
1AdaFace+PPLTAR@FAR=0.000184.27Unverified
2MaskInv-HGTAR@FAR=0.000183.82Unverified
3FocusFaceTAR@FAR=0.000183.4Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - QMagFaceFNMR [%] @ 10-3 FMR0.96Unverified
2PIC - MagFaceFNMR [%] @ 10-3 FMR0.96Unverified
3PIC - ArcFaceFNMR [%] @ 10-3 FMR0.05Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)84.3Unverified
2FaceNet+Fixed Threshold (0.2487)Average Accuracy (10 times)80.6Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG Filter (Aligned)Rank-185Unverified
2DPMRank-171Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)83.79Unverified
2FaceNet+Fixed Threshold (0.3968)Average Accuracy (10 times)80.72Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.95Unverified
2ElasticFace-ArcAccuracy0.93Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)76.46Unverified
2FaceNet+Fixed Threshold (0.3779)Average Accuracy (10 times)53.97Unverified
#ModelMetricClaimedVerifiedStatus
1Wang et al. [5]Rank-194.5Unverified
2Multi-taskRank-184.32Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-187.2Unverified
2DPMRank-183.73Unverified
#ModelMetricClaimedVerifiedStatus
1MCNTAR @ FAR=0.010.54Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy99.91Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-188.33Unverified
#ModelMetricClaimedVerifiedStatus
1Partial FCMFR-ALL97.85Unverified
#ModelMetricClaimedVerifiedStatus
1FaceTransformer+OctupletLossAccuracy0.95Unverified