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 201250 of 2329 papers

TitleStatusHype
Building 3D Morphable Models from a Single ScanCode1
Image Representations Learned With Unsupervised Pre-Training Contain Human-like BiasesCode1
Perception for Autonomous Systems (PAZ)Code1
Face Hallucination via Split-Attention in Split-Attention NetworkCode1
Long-Term Face Tracking for Crowded Video-Surveillance ScenariosCode1
Representation Learning from Limited Educational Data with Crowdsourced LabelsCode1
DVG-Face: Dual Variational Generation for Heterogeneous Face RecognitionCode1
Masked Face Recognition for Secure AuthenticationCode1
BroadFace: Looking at Tens of Thousands of People at Once for Face RecognitionCode1
Explainable Face RecognitionCode1
Deep Transferring QuantizationCode1
SemanticAdv: Generating Adversarial Examples via Attribute-conditioned Image EditingCode1
Membership Leakage in Label-Only ExposuresCode1
SOCRATES: Towards a Unified Platform for Neural Network AnalysisCode1
Semi-Siamese Training for Shallow Face LearningCode1
Loss Function Search for Face RecognitionCode1
RobFR: Benchmarking Adversarial Robustness on Face RecognitionCode1
Deep Polynomial Neural NetworksCode1
Fairness Through Robustness: Investigating Robustness Disparity in Deep LearningCode1
Intra-Processing Methods for Debiasing Neural NetworksCode1
Biometric Quality: Review and Application to Face Recognition with FaceQnetCode1
A2-LINK: Recognizing Disguised Faces via Active Learning and Adversarial Noise based Inter-Domain KnowledgeCode1
GroupFace: Learning Latent Groups and Constructing Group-based Representations for Face RecognitionCode1
Multi-Modal Face Anti-Spoofing Based on Central Difference NetworksCode1
A Method for Curation of Web-Scraped Face Image DatasetsCode1
Face Quality Estimation and Its Correlation to Demographic and Non-Demographic Bias in Face RecognitionCode1
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face RecognitionCode1
Towards Backward-Compatible Representation LearningCode1
Data Uncertainty Learning in Face RecognitionCode1
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding RobustnessCode1
Deep Spatial Gradient and Temporal Depth Learning for Face Anti-spoofingCode1
Rotate-and-Render: Unsupervised Photorealistic Face Rotation from Single-View ImagesCode1
Learning Meta Face Recognition in Unseen DomainsCode1
Towards Face Encryption by Generating Adversarial Identity MasksCode1
xCos: An Explainable Cosine Metric for Face Verification TaskCode1
Searching Central Difference Convolutional Networks for Face Anti-SpoofingCode1
MarginDistillation: distillation for margin-based softmaxCode1
Weakly supervised discriminative feature learning with state information for person identificationCode1
Circle Loss: A Unified Perspective of Pair Similarity OptimizationCode1
Unsupervised Enhancement of Soft-biometric Privacy with Negative Face RecognitionCode1
Mind Your Weight(s): A Large-scale Study on Insufficient Machine Learning Model Protection in Mobile AppsCode1
Dual-Attention GAN for Large-Pose Face FrontalizationCode1
Face Recognition: Too Bias, or Not Too Bias?Code1
Thermal to Visible Face Recognition Using Deep AutoencodersCode1
Improving Face Recognition from Hard Samples via Distribution Distillation LossCode1
Discrimination-aware Network Pruning for Deep Model CompressionCode1
Jointly De-biasing Face Recognition and Demographic Attribute EstimationCode1
Representation Learning with Statistical Independence to Mitigate BiasCode1
A-LINK: Recognizing Disguised Faces via Active Learning based Inter-Domain KnowledgeCode1
AdvFaces: Adversarial Face SynthesisCode1
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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