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 19512000 of 2329 papers

TitleStatusHype
Balancing Beyond Discrete Categories: Continuous Demographic Labels for Fair Face Recognition0
Balancing Tails when Comparing Distributions: Comprehensive Equity Index (CEI) with Application to Bias Evaluation in Operational Face Biometrics0
Basket-based Softmax0
Beard Segmentation and Recognition Bias0
Benchmarking Algorithmic Bias in Face Recognition: An Experimental Approach Using Synthetic Faces and Human Evaluation0
LIAAD: Lightweight Attentive Angular Distillation for Large-scale Age-Invariant Face Recognition0
Beyond Domain Adaptation: Unseen Domain Encapsulation via Universal Non-volume Preserving Models0
Beyond Gauss: Image-Set Matching on the Riemannian Manifold of PDFs0
Beyond Identity: What Information Is Stored in Biometric Face Templates?0
Beyond Principal Components: Deep Boltzmann Machines for Face Modeling0
Beyond Spatial Explanations: Explainable Face Recognition in the Frequency Domain0
Beyond the Visible: A Survey on Cross-spectral Face Recognition0
Bias and Diversity in Synthetic-based Face Recognition0
FairCal: Fairness Calibration for Face Verification0
Bias-Resilient Neural Network0
Bi-FPNFAS: Bi-Directional Feature Pyramid Network for Pixel-Wise Face Anti-Spoofing by Leveraging Fourier Spectra0
Binarized Neural Architecture Search for Efficient Object Recognition0
Biometrics in the Time of Pandemic: 40% Masked Face Recognition Degradation can be Reduced to 2%0
Biometric Template Protection for Neural-Network-based Face Recognition Systems: A Survey of Methods and Evaluation Techniques0
BioNet: A Biologically-Inspired Network for Face Recognition0
Bi-Shifting Auto-Encoder for Unsupervised Domain Adaptation0
BiTrackGAN: Cascaded CycleGANs to Constraint Face Aging0
Blessing of Dimensionality: High-Dimensional Feature and Its Efficient Compression for Face Verification0
BoostGAN for Occlusive Profile Face Frontalization and Recognition0
Boosting Cross-Quality Face Verification using Blind Face Restoration0
Boosting Deep Face Recognition via Disentangling Appearance and Geometry0
Boosting Mapping Functionality of Neural Networks via Latent Feature Generation based on Reversible Learning0
Boosting Masked Face Recognition with Multi-Task ArcFace0
Boosting Network Weight Separability via Feed-Backward Reconstruction0
Boosting Unconstrained Face Recognition with Targeted Style Adversary0
Boundary Unlearning0
Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary0
Brain Inspired Face Recognition: A Computational Framework0
Building 3D Generative Models from Minimal Data0
Building Intelligent Autonomous Navigation Agents0
BWCFace: Open-set Face Recognition using Body-worn Camera0
Calorie Burn Estimation in Community Parks Through DLICP: A Mathematical Modelling Approach0
Enhancing Video Analytics Accuracy via Real-time Automated Camera Parameter Tuning0
Can a biologically-plausible hierarchy effectively replace face detection, alignment, and recognition pipelines?0
Can GAN Generated Morphs Threaten Face Recognition Systems Equally as Landmark Based Morphs? -- Vulnerability and Detection0
Can GAN-induced Attribute Manipulations Impact Face Recognition?0
Can Large Language Models Automatically Jailbreak GPT-4V?0
Can the accuracy bias by facial hairstyle be reduced through balancing the training data?0
Can Your Face Detector Do Anti-spoofing? Face Presentation Attack Detection with a Multi-Channel Face Detector0
Caption-Supervised Face Recognition: Training a State-of-the-Art Face Model without Manual Annotation0
Cascaded Generation of High-quality Color Visible Face Images from Thermal Captures0
CASIA-Face-Africa: A Large-scale African Face Image Database0
CASIA-SURF: A Large-scale Multi-modal Benchmark for Face Anti-spoofing0
CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-ethnicity Face Anti-spoofing0
CATFace: Cross-Attribute-Guided Transformer with Self-Attention Distillation for Low-Quality 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