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 14011450 of 2329 papers

TitleStatusHype
SD-GAN: Structural and Denoising GAN reveals facial parts under occlusion0
Fawkes: Protecting Privacy against Unauthorized Deep Learning ModelsCode3
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
Subset Sampling For Progressive Neural Network LearningCode0
Face Recognition: Too Bias, or Not Too Bias?Code1
A Set of Distinct Facial Traits Learned by Machines Is Not Predictive of Appearance Bias in the WildCode0
Dual-Triplet Metric Learning for Unsupervised Domain Adaptation in Video-Based Face Recognition0
Thermal to Visible Face Recognition Using Deep AutoencodersCode1
Post-Comparison Mitigation of Demographic Bias in Face Recognition Using Fair Score NormalizationCode0
Improving Face Recognition from Hard Samples via Distribution Distillation LossCode1
Asymmetric Rejection Loss for Fairer Face Recognition0
Face Hallucination with Finishing Touches0
On the Robustness of Face Recognition Algorithms Against Attacks and Bias0
How Does Gender Balance In Training Data Affect Face Recognition Accuracy?Code0
Four Principles of Explainable AI as Applied to Biometrics and Facial Forensic Algorithms0
Analysis of Gender Inequality In Face Recognition Accuracy0
I Feel I Feel You: A Theory of Mind Experiment in Games0
M^2 Deep-ID: A Novel Model for Multi-View Face Identification Using Convolutional Deep Neural Networks0
Deep Frequent Spatial Temporal Learning for Face Anti-Spoofing0
Exploiting Semantics for Face Image Deblurring0
Advbox: a toolbox to generate adversarial examples that fool neural networksCode2
Boosting Deep Face Recognition via Disentangling Appearance and Geometry0
Investigating the Impact of Inclusion in Face Recognition Training Data on Individual Face Identification0
Robust Facial Landmark Detection via Aggregation on Geometrically Manipulated Faces0
Discrimination-aware Network Pruning for Deep Model CompressionCode1
Meta Variance Transfer: Learning to Augment from the Others0
A Compared Study Between Some Subspace Based Algorithms0
2DR1-PCA and 2DL1-PCA: two variant 2DPCA algorithms based on none L2 norm0
Joint Face Super-Resolution and Deblurring Using a Generative Adversarial Network0
Advanced Variations of Two-Dimensional Principal Component Analysis for Face Recognition0
Collaborative representation-based robust face recognition by discriminative low-rank representation0
LAMP-HQ: A Large-Scale Multi-Pose High-Quality Database and Benchmark for NIR-VIS Face Recognition0
Angular Learning: Toward Discriminative Embedded Features0
Accuracy comparison across face recognition algorithms: Where are we on measuring race bias?0
Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing0
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure0
Datamorphic Testing: A Methodology for Testing AI Applications0
Low-rank representations with incoherent dictionary for face recognition0
Amora: Black-box Adversarial Morphing Attack0
Face Recognition via Locality Constrained Low Rank Representation and Dictionary LearningCode0
PSNet: Parametric Sigmoid Norm Based CNN for Face Recognition0
Detection of Face Recognition Adversarial AttacksCode0
Cross-Resolution Learning for Face RecognitionCode0
Algorithmic Discrimination: Formulation and Exploration in Deep Learning-based Face BiometricsCode0
Robust Morph-Detection at Automated Border Control Gate using Deep Decomposed 3D Shape and Diffuse Reflectance0
Face Detection with Feature Pyramids and Landmarks0
Dual Variational Generation for Low Shot Heterogeneous Face Recognition0
A novel classification-selection approach for the self updating of template-based face recognition systems0
Mis-classified Vector Guided Softmax Loss for Face Recognition0
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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