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 12511300 of 2329 papers

TitleStatusHype
HyperFaceNet: A Hyperspectral Face Recognition Method Based on Deep Fusion0
Deep Cross-species Feature Learning for Animal Face Recognition via Residual Interspecies Equivariant Network0
Exclusivity-Consistency Regularized Knowledge Distillation for Face Recognition0
Manifold Projection for Adversarial Defense on Face Recognition0
Sub-center ArcFace: Boosting Face Recognition by Large-scale Noisy Web FacesCode0
Caption-Supervised Face Recognition: Training a State-of-the-Art Face Model without Manual Annotation0
SemanticAdv: Generating Adversarial Examples via Attribute-conditioned Image EditingCode1
Generate to Adapt: Resolution Adaption Network for Surveillance Face Recognition0
Deep Transferring QuantizationCode1
Membership Leakage in Label-Only ExposuresCode1
Assessing Risks of Biases in Cognitive Decision Support Systems0
Black-Box Face Recovery from Identity FeaturesCode0
The Effect of Wearing a Mask on Face Recognition Performance: an Exploratory Study0
Contraction Mapping of Feature Norms for Classifier Learning on the Data with Different Quality0
Adversarial Privacy-preserving FilterCode0
Performance analysis of weighted low rank model with sparse image histograms for face recognition under lowlevel illumination and occlusion0
Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural NetworksCode0
Adversarial Attacks against Face Recognition: A Comprehensive Study0
Multi-Spectral Facial Biometrics in Access Control0
Multi-Metric Evaluation of Thermal-to-Visual Face Recognition0
SOCRATES: Towards a Unified Platform for Neural Network AnalysisCode1
NPCFace: Negative-Positive Collaborative Training for Large-scale Face Recognition0
SqueezeFacePoseNet: Lightweight Face Verification Across Different Poses for Mobile Platforms0
A high fidelity synthetic face framework for computer vision0
Semi-Siamese Training for Shallow Face LearningCode1
Improving Face Recognition by Clustering Unlabeled Faces in the Wild0
Loss Function Search for Face RecognitionCode1
RobFR: Benchmarking Adversarial Robustness on Face RecognitionCode1
Can GAN Generated Morphs Threaten Face Recognition Systems Equally as Landmark Based Morphs? -- Vulnerability and Detection0
Determination of the most representative descriptor among a set of feature vectors for the same object0
On the Influence of Ageing on Face Morph Attacks: Vulnerability and Detection0
Face Anti-Spoofing with Human Material Perception0
Weak error analysis for stochastic gradient descent optimization algorithms0
ConFoc: Content-Focus Protection Against Trojan Attacks on Neural NetworksCode0
Can Your Face Detector Do Anti-spoofing? Face Presentation Attack Detection with a Multi-Channel Face Detector0
Fast Training of Deep Networks with One-Class CNNs0
Roweisposes, Including Eigenposes, Supervised Eigenposes, and Fisherposes, for 3D Action RecognitionCode0
A Neural Network for Determination of Latent Dimensionality in Nonnegative Matrix Factorization0
Achieving Better Kinship Recognition Through Better BaselineCode0
Deep Polynomial Neural NetworksCode1
A survey of face recognition techniques under occlusion0
Deep Learning-based Single Image Face Depth Data Enhancement0
Fairness Through Robustness: Investigating Robustness Disparity in Deep LearningCode1
Validation and generalization of pixel-wise relevance in convolutional neural networks trained for face classification0
Intra-Processing Methods for Debiasing Neural NetworksCode1
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems0
Towards Gender-Neutral Face Descriptors for Mitigating Bias in Face Recognition0
Disentanglement for Discriminative Visual Recognition0
Mitigating Face Recognition Bias via Group Adaptive Classifier0
On Improving the Generalization of Face Recognition in the Presence of Occlusions0
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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