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 21012150 of 2329 papers

TitleStatusHype
Deblurring Processor for Motion-Blurred Faces Based on Generative Adversarial Networks0
Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks0
Deep 3D Face Identification0
Deep Adaptation of Adult-Child Facial Expressions by Fusing Landmark Features0
Deep Bayesian Image Set Classification: A Defence Approach against Adversarial Attacks0
DeepBlur: A Simple and Effective Method for Natural Image Obfuscation0
Deep Boosting Multi-Modal Ensemble Face Recognition with Sample-Level Weighting0
Deep Collaborative Multi-Modal Learning for Unsupervised Kinship Estimation0
Deep Convolutional Neural Network Features and the Original Image0
Deep Convolutional Neural Networks in the Face of Caricature: Identity and Image Revealed0
Deep Cross Polarimetric Thermal-to-visible Face Recognition0
Deep Cross-species Feature Learning for Animal Face Recognition via Residual Interspecies Equivariant Network0
DeepDeblur: Fast one-step blurry face images restoration0
Deep Discriminative Representation Learning with Attention Map for Scene Classification0
Deep Face Fuzzy Vault: Implementation and Performance0
Deep Face Recognition0
Deep face recognition with clustering based domain adaptation0
Deep Frequent Spatial Temporal Learning for Face Anti-Spoofing0
Deep Heterogeneous Feature Fusion for Template-Based Face Recognition0
Deep Joint Face Hallucination and Recognition0
DeepKey: An EEG and Gait Based Dual-Authentication System0
Deep Kinship Verification via Appearance-shape Joint Prediction and Adaptation-based Approach0
Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey0
Deep learning and face recognition: the state of the art0
Deep Learning Architectures for Face Recognition in Video Surveillance0
Deep Learning Based Face Recognition Method using Siamese Network0
Deep Learning-based Single Image Face Depth Data Enhancement0
Deep Learning Based Single Sample Per Person Face Recognition: A Survey0
Deep Learning-based Spatio Temporal Facial Feature Visual Speech Recognition0
Deep Learning Classification With Noisy Labels0
Deep Learning For Face Recognition: A Critical Analysis0
Deep Learning for Face Recognition: Pride or Prejudiced?0
Deep Learning Multi-View Representation for Face Recognition0
DeePLT: Personalized Lighting Facilitates by Trajectory Prediction of Recognized Residents in the Smart Home0
Deeply learned face representations are sparse, selective, and robust0
Deep Metric Learning with Hierarchical Triplet Loss0
Deep Metric Learning with Spherical Embedding0
Deep multi-frame face super-resolution0
Deep Network Pruning: A Comparative Study on CNNs in Face Recognition0
Deep Perceptual Mapping for Cross-Modal Face Recognition0
Deep Perceptual Mapping for Thermal to Visible Face Recognition0
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure0
Deep Privacy Funnel Model: From a Discriminative to a Generative Approach with an Application to Face Recognition0
Deep Ranking with Adaptive Margin Triplet Loss0
Deep Relative Distance Learning: Tell the Difference Between Similar Vehicles0
Deep Representation Learning on Long-tailed Data: A Learnable Embedding Augmentation Perspective0
Deep Representations for Cross-spectral Ocular Biometrics0
Deep Rival Penalized Competitive Learning for Low-resolution Face Recognition0
Deep Secure Encoding: An Application to Face Recognition0
Deep Semantic Face Deblurring0
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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