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 301–350 of 2329 papers

TitleStatusHype
Efficient Expression Neutrality Estimation with Application to Face Recognition Utility Prediction—0
Synthetic Data for the Mitigation of Demographic Biases in Face RecognitionCode0
Approximating Optimal Morphing Attacks using Template Inversion—0
Unified Physical-Digital Face Attack Detection—0
Optimal-Landmark-Guided Image Blending for Face Morphing Attacks—0
Unrecognizable Yet Identifiable: Image Distortion with Preserved EmbeddingsCode2
Deep Variational Privacy Funnel: General Modeling with Applications in Face RecognitionCode0
Double Trouble? Impact and Detection of Duplicates in Face Image DatasetsCode0
Inference Attacks Against Face Recognition Model without Classification Layers—0
Privacy-Preserving Face Recognition in Hybrid Frequency-Color Domain—0
TetraLoss: Improving the Robustness of Face Recognition against Morphing AttacksCode0
Rethinking Impersonation and Dodging Attacks on Face Recognition Systems—0
Generalized Face Liveness Detection via De-fake Face GeneratorCode0
Modeling Spoof Noise by De-spoofing Diffusion and its Application in Face Anti-spoofing—0
MIMIC: Mask Image Pre-training with Mix Contrastive Fine-tuning for Facial Expression Recognition—0
Transferable Learned Image Compression-Resistant Adversarial Perturbations—0
CATFace: Cross-Attribute-Guided Transformer with Self-Attention Distillation for Low-Quality Face Recognition—0
Frequency Domain Nuances Mining for Visible-Infrared Person Re-identification—0
Enhancing Generalization of Invisible Facial Privacy Cloak via Gradient Accumulation—0
IdentiFace : A VGG Based Multimodal Facial Biometric SystemCode1
Dual Teacher Knowledge Distillation with Domain Alignment for Face Anti-spoofing—0
Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond—0
CLIB-FIQA: Face Image Quality Assessment with Confidence CalibrationCode1
Backdoor Defense via Test-Time Detecting and Repairing—0
One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature LearningCode1
Validating Privacy-Preserving Face Recognition under a Minimum AssumptionCode0
Depth Map Denoising Network and Lightweight Fusion Network for Enhanced 3D Face Recognition—0
QGFace: Quality-Guided Joint Training For Mixed-Quality Face Recognition—0
EFHQ: Multi-purpose ExtremePose-Face-HQ dataset—0
EGAIN: Extended GAn INversion—0
Robust Sclera Segmentation for Skin-tone Agnostic Face Image Quality AssessmentCode0
Inclusive normalization of face images to passport format—0
Autoencoder Based Face Verification System—0
Deep Learning Based Face Recognition Method using Siamese Network—0
Cross-Age Contrastive Learning for Age-Invariant Face RecognitionCode0
Unmasking Deepfake Faces from Videos Using An Explainable Cost-Sensitive Deep Learning ApproachCode1
Facial Image Reconstruction and its Influence to Face RecognitionCode0
Text-Guided Face Recognition using Multi-Granularity Cross-Modal Contrastive Learning—0
PortraitBooth: A Versatile Portrait Model for Fast Identity-preserved Personalization—0
X2-Softmax: Margin Adaptive Loss Function for Face Recognition—0
FitDiff: Robust monocular 3D facial shape and reflectance estimation using Diffusion Models—0
Improved Face Representation via Joint Label Classification and Supervised Contrastive Clustering—0
MeanCut: A Greedy-Optimized Graph Clustering via Path-based Similarity and Degree Descent CriterionCode0
Effective Adapter for Face Recognition in the Wild—0
DiFace: Cross-Modal Face Recognition through Controlled Diffusion—0
Rethinking the Domain Gap in Near-infrared Face RecognitionCode0
CRAFT: Contextual Re-Activation of Filters for face recognition Training—0
NeRFTAP: Enhancing Transferability of Adversarial Patches on Face Recognition using Neural Radiance Fields—0
RADAP: A Robust and Adaptive Defense Against Diverse Adversarial Patches on Face Recognition—0
CLIPC8: Face liveness detection algorithm based on image-text pairs and contrastive learningCode0
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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