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

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Showing 1301–1350 of 2329 papers

TitleStatusHype
Privacy-Preserving Face Recognition in Hybrid Frequency-Color Domain—0
Privacy-Preserving Face Recognition Using Random Frequency Components—0
Privacy-Preserving Face Recognition Using Trainable Feature Subtraction—0
Privacy-Preserving Face Recognition with Learnable Privacy Budgets in Frequency Domain—0
Privacy Preserving Group Membership Verification and Identification—0
Privacy Preserving Optics for Miniature Vision Sensors—0
PrivacyProber: Assessment and Detection of Soft-Biometric Privacy-Enhancing Techniques—0
Privacy-Protective-GAN for Face De-identification—0
Probabilistic Elastic Matching for Pose Variant Face Verification—0
Probabilistic Knowledge Distillation of Face Ensembles—0
Probabilistic Neural Network with Complex Exponential Activation Functions in Image Recognition using Deep Learning Framework—0
Profile to Frontal Face Recognition in the Wild Using Coupled Conditional GAN—0
ProjAttacker: A Configurable Physical Adversarial Attack for Face Recognition via Projector—0
Projection Metric Learning on Grassmann Manifold With Application to Video Based Face Recognition—0
Prototype Memory for Large-scale Face Representation Learning—0
Pro-UIGAN: Progressive Face Hallucination from Occluded Thumbnails—0
ProxylessKD: Direct Knowledge Distillation with Inherited Classifier for Face Recognition—0
Pseudo Facial Generation With Extreme Poses for Face Recognition—0
PSNet: Parametric Sigmoid Norm Based CNN for Face Recognition—0
Psychophysical Evaluation of Human Performance in Detecting Digital Face Image Manipulations—0
Pura: An Efficient Privacy-Preserving Solution for Face Recognition—0
Pushing the Frontiers of Unconstrained Face Detection and Recognition: IARPA Janus Benchmark A—0
QGFace: Quality-Guided Joint Training For Mixed-Quality Face Recognition—0
QRMODA and BRMODA: Novel Models for Face Recognition Accuracy in Computer Vision Systems with Adapted Video Streams—0
Quadruplet Loss For Improving the Robustness to Face Morphing Attacks—0
Quality-Aware Prototype Memory for Face Representation Learning—0
Quality-based Multimodal Classification Using Tree-Structured Sparsity—0
Quantifying the Extent to Which Race and Gender Features Determine Identity in Commercial Face Recognition Algorithms—0
Quasi Non-Negative Quaternion Matrix Factorization with Application to Color Face Recognition—0
Query-Free Attacks on Industry-Grade Face Recognition Systems under Resource Constraints—0
Quotient Based Multiresolution Image Fusion of Thermal and Visual Images Using Daubechies Wavelet Transform for Human Face Recognition—0
Quo Vadis RankList-based System in Face Recognition?—0
R3 Adversarial Network for Cross Model Face Recognition—0
Racial Bias within Face Recognition: A Survey—0
Racial Faces in the Wild: Reducing Racial Bias by Information Maximization Adaptation Network—0
RADAP: A Robust and Adaptive Defense Against Diverse Adversarial Patches on Face Recognition—0
Radial Distortion in Face Images: Detection and Impact—0
RAD: On-line Anomaly Detection for Highly Unreliable Data—0
RAF: Recursive Adversarial Attacks on Face Recognition Using Extremely Limited Queries—0
Random Projections on Manifolds of Symmetric Positive Definite Matrices for Image Classification—0
Random Subspace Two-dimensional LDA for Face Recognition—0
Range Loss for Deep Face Recognition With Long-Tailed Training Data—0
Rapid Face Mask Detection and Person Identification Model based on Deep Neural Networks—0
RDCFace: Radial Distortion Correction for Face Recognition—0
Real Masks and Spoof Faces: On the Masked Face Presentation Attack Detection—0
Real-Time Face Recognition System—0
Real-Time Face Recognition System for Remote Employee Tracking—0
Real time face recognition using adaboost improved fast PCA algorithm—0
Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition—0
Real-time Memory Efficient Large-pose Face Alignment via Deep Evolutionary Network—0
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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 - QMagFaceFNMR [%] @ 10-3 FMR0.96—Unverified
2PIC - MagFaceFNMR [%] @ 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