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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 2329 papers

TitleStatusHype
Wicked Oddities: Selectively Poisoning for Effective Clean-Label Backdoor Attacks—0
Modality Agnostic Heterogeneous Face Recognition with Switch Style Modulators—0
Rethinking the Threat and Accessibility of Adversarial Attacks against Face Recognition SystemsCode0
Synthetic to Authentic: Transferring Realism to 3D Face Renderings for Boosting Face Recognition—0
Towards A Comprehensive Visual Saliency Explanation Framework for AI-based Face Recognition Systems—0
Evolutionary Trigger Detection and Lightweight Model Repair Based Backdoor Defense—0
Robust Skin Color Driven Privacy Preserving Face Recognition via Function Secret Sharing—0
Calorie Burn Estimation in Community Parks Through DLICP: A Mathematical Modelling Approach—0
SlerpFace: Face Template Protection via Spherical Linear Interpolation—0
Face Reconstruction Transfer Attack as Out-of-Distribution GeneralizationCode0
AdaDistill: Adaptive Knowledge Distillation for Deep Face RecognitionCode1
Controlling Face's Frame generation in StyleGAN's latent space operations: Modifying faces to deceive our memory—0
Boosting cattle face recognition under uncontrolled scenes by embedding enhancement and optimizationCode0
Artificial Immune System of Secure Face Recognition Against Adversarial AttacksCode0
Toward Fairer Face Recognition Datasets—0
Liveness Detection in Computer Vision: Transformer-based Self-Supervised Learning for Face Anti-Spoofing—0
Synthetic Face Ageing: Evaluation, Analysis and Facilitation of Age-Robust Facial Recognition Algorithms—0
Analyzing the Effect of Combined Degradations on Face RecognitionCode0
Group Projected Subspace Pursuit for Block Sparse Signal Reconstruction: Convergence Analysis and ApplicationsCode0
Advancing Ear Biometrics: Enhancing Accuracy and Robustness through Deep Learning—0
Can the accuracy bias by facial hairstyle be reduced through balancing the training data?—0
Exploring Thermography Technology: A Comprehensive Facial Dataset for Face Detection, Recognition, and Emotion—0
Deep Network Pruning: A Comparative Study on CNNs in Face Recognition—0
Adversarial Attacks on Both Face Recognition and Face Anti-spoofing Models—0
Hypergraph Laplacian Eigenmaps and Face Recognition Problems—0
Masked Face Recognition with Generative-to-Discriminative Representations—0
What is a Goldilocks Face Verification Test Set?Code2
A New Method in Facial Registration in Clinics Based on Structure Light Images—0
AdaFedFR: Federated Face Recognition with Adaptive Inter-Class Representation Learning—0
EPL: Empirical Prototype Learning for Deep Face RecognitionCode1
Testing the Performance of Face Recognition for People with Down Syndrome—0
ABANet: Attention boundary-aware network for image segmentationCode1
DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy ProtectionCode2
Identity Overlap Between Face Recognition Train/Test Data: Causing Optimistic Bias in Accuracy Measurement—0
Multi-Task Learning for Fatigue Detection and Face Recognition of Drivers via Tree-Style Space-Channel Attention Fusion Network—0
AIris: An AI-powered Wearable Assistive Device for the Visually Impaired—0
A Comprehensive Survey of Masked Faces: Recognition, Detection, and Unmasking—0
Towards Inclusive Face Recognition Through Synthetic Ethnicity Alteration—0
InstantFamily: Masked Attention for Zero-shot Multi-ID Image Generation—0
Synthetic Face Datasets Generation via Latent Space Exploration from Brownian Identity Diffusion—0
Hide and Seek: How Does Watermarking Impact Face Recognition?—0
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness—0
Enhancing Privacy in Face Analytics Using Fully Homomorphic Encryption—0
3D Face Morphing Attack Generation using Non-Rigid Registration—0
Massively Annotated Datasets for Assessment of Synthetic and Real Data in Face Recognition—0
DIP-Watermark: A Double Identity Protection Method Based on Robust Adversarial Watermark—0
Hyp-OC: Hyperbolic One Class Classification for Face Anti-Spoofing—0
Heterogeneous Face Recognition Using Domain Invariant Units—0
From Modalities to Styles: Rethinking the Domain Gap in Heterogeneous Face Recognition—0
Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table RepresentationsCode0
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All datasetsLFWCFP-FPCASIA-WebFace+masksCelebA+masksMLFWAgeDB-30Color FERETIJB-BCALFWmebeblurfMFW+ (M-M)MFW+ (U-M)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR4.38—Unverified
2GhostFaceNetV2-1 (MS1MV3)Accuracy1—Unverified
3SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)Accuracy1—Unverified
4ProdpolyAccuracy1—Unverified
5DiscFaceAccuracy1—Unverified
6ArcFace + MS1MV2 + R100Accuracy1—Unverified
7DCQAccuracy1—Unverified
8AdaFace + WebFace4M + R100Accuracy1—Unverified
9EdgeFace - S (g=0.5)Accuracy1—Unverified
10EdgeFace - XS (g=0.6)Accuracy1—Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.99—Unverified
2SymFace + AdaFace + ResNet100 +WebFaceAccuracy0.99—Unverified
3ElasticFace-ArcAccuracy0.99—Unverified
4DiscFaceAccuracy0.99—Unverified
5CircleLoss(ours)Accuracy0.96—Unverified
6EdgeFace - S (g=0.5)Accuracy0.96—Unverified
7DCQAccuracy0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy91.47—Unverified
2Fine-tuned FaceNetAccuracy88.06—Unverified
3ArcFaceAccuracy87.95—Unverified
4Fine-tuned VGG-FaceAccuracy86.85—Unverified
5FaceNetAccuracy84.21—Unverified
6VGG-FaceAccuracy79.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy95.43—Unverified
2Fine-tuned FaceNetAccuracy93.58—Unverified
3ArcFaceAccuracy91.78—Unverified
4Fine-tuned VGG-FaceAccuracy91.51—Unverified
5FaceNetAccuracy90.96—Unverified
6VGG-FaceAccuracy84.56—Unverified
#ModelMetricClaimedVerifiedStatus
1MS1MV2, R100, SFaceAccuracy91.57—Unverified
2MS1MV2, R100, ArcfaceAccuracy90.57—Unverified
3MS1MV2, R100, CurricularfaceAccuracy90.43—Unverified
4VGGFace2, R50, ArcFaceAccuracy85.95—Unverified
5CASIA-WebFace, R50, CosFaceAccuracy82.52—Unverified
6Private-Asia, R50, ArcFaceAccuracy77.2—Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.98—Unverified
2ElasticFace-CosAccuracy0.98—Unverified
3Transformer loss+ArcFace ResNet100Accuracy0.98—Unverified
4DCQAccuracy0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1VGG based5-class test accuracy99.2—Unverified
2PIC - ArcFaceFNMR [%] @ 10-3 FMR4.22—Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR3.92—Unverified
4PIC - QMagFaceFNMR [%] @ 10-3 FMR3.24—Unverified
#ModelMetricClaimedVerifiedStatus
1ElasticFace-CosTAR @ FAR=0.00010.95—Unverified
2ArcFace+CSFMRank-10.95—Unverified
3ArcFace + MS1MV2 + R100Rank-10.95—Unverified
4AdaFace + MS1MV3 + R100TAR @ FAR=0.00010.94—Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.96—Unverified
2ElasticFace-ArcAccuracy0.96—Unverified
3GhostFaceNetV2-1Accuracy0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR10.1—Unverified
2PIC - QMagFaceFNMR [%] @ 10-3 FMR9.78—Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR9.75—Unverified
#ModelMetricClaimedVerifiedStatus
1ArcFace + PPLTAR@FAR=0.000178.8—Unverified
2MaskInv-HGTAR@FAR=0.000178.36—Unverified
3FocusFaceTAR@FAR=0.000177.77—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaFace+PPLTAR@FAR=0.000184.27—Unverified
2MaskInv-HGTAR@FAR=0.000183.82—Unverified
3FocusFaceTAR@FAR=0.000183.4—Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - MagFaceFNMR [%] @ 10-3 FMR0.96—Unverified
2PIC - QMagFaceFNMR [%] @ 10-3 FMR0.96—Unverified
3PIC - ArcFaceFNMR [%] @ 10-3 FMR0.05—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)84.3—Unverified
2FaceNet+Fixed Threshold (0.2487)Average Accuracy (10 times)80.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG Filter (Aligned)Rank-185—Unverified
2DPMRank-171—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)83.79—Unverified
2FaceNet+Fixed Threshold (0.3968)Average Accuracy (10 times)80.72—Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.95—Unverified
2ElasticFace-ArcAccuracy0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)76.46—Unverified
2FaceNet+Fixed Threshold (0.3779)Average Accuracy (10 times)53.97—Unverified
#ModelMetricClaimedVerifiedStatus
1Wang et al. [5]Rank-194.5—Unverified
2Multi-taskRank-184.32—Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-187.2—Unverified
2DPMRank-183.73—Unverified
#ModelMetricClaimedVerifiedStatus
1MCNTAR @ FAR=0.010.54—Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy99.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-188.33—Unverified
#ModelMetricClaimedVerifiedStatus
1Partial FCMFR-ALL97.85—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceTransformer+OctupletLossAccuracy0.95—Unverified