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 701–750 of 2329 papers

TitleStatusHype
RAF: Recursive Adversarial Attacks on Face Recognition Using Extremely Limited Queries—0
Face Morphing Attack Detection Using Privacy-Aware Training Data—0
iExam: A Novel Online Exam Monitoring and Analysis System Based on Face Detection and RecognitionCode0
RSTAM: An Effective Black-Box Impersonation Attack on Face Recognition using a Mobile and Compact Printer—0
What makes you, you? Analyzing Recognition by Swapping Face PartsCode0
An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application—0
QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit QuantizationCode1
SFace: Privacy-friendly and Accurate Face Recognition using Synthetic DataCode1
Low-Mid Adversarial Perturbation against Unauthorized Face Recognition System—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
Minimum Noticeable Difference based Adversarial Privacy Preserving Image Generation—0
AggNet: Learning to Aggregate Faces for Group Membership Verification—0
The Gender Gap in Face Recognition Accuracy Is a Hairy Problem—0
Heterogeneous Face Recognition via Face Synthesis with Identity-Attribute Disentanglement—0
ReFace: Real-time Adversarial Attacks on Face Recognition Systems—0
Reconstruct Face from Features Using GAN Generator as a Distribution Constraint—0
Quantum Neural Network Classifiers: A TutorialCode1
Evaluation-oriented Knowledge Distillation for Deep Face Recognition—0
Face Recognition Accuracy Across Demographics: Shining a Light Into the ProblemCode1
Analysis of face detection, face landmarking, and face recognition performance with masked face images—0
Median Pixel Difference Convolutional Network for Robust Face Recognition—0
Exploring the Open World Using Incremental Extreme Value MachinesCode0
FaIRCoP: Facial Image Retrieval using Contrastive Personalization—0
Face Morphing: Fooling a Face Recognition System Is Simple!—0
Deep face recognition with clustering based domain adaptation—0
Physical-World Optical Adversarial Attacks on 3D Face Recognition—0
DPSNN: A Differentially Private Spiking Neural Network with Temporal Enhanced Pooling—0
SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face RecognitionCode1
OPOM: Customized Invisible Cloak towards Face Privacy ProtectionCode1
FaceMAE: Privacy-Preserving Face Recognition via Masked Autoencoders—0
Fused Deep Neural Network based Transfer Learning in Occluded Face Classification and Person re-Identification—0
A Novel Face-Anti Spoofing Neural Network Model For Face Recognition And Detection—0
Knowledge Distillation Meets Open-Set Semi-Supervised LearningCode1
Meta Balanced Network for Fair Face Recognition—0
Are GAN-based Morphs Threatening Face Recognition?Code0
A Bidirectional Conversion Network for Cross-Spectral Face Recognition—0
One-to-N & N-to-One: Two Advanced Backdoor Attacks Against Deep Learning Models—0
A Challenging Benchmark of Anime Style RecognitionCode1
Morphing Attack PotentialCode0
Evolutionary latent space search for driving human portrait generation—0
PedRecNet: Multi-task deep neural network for full 3D human pose and orientation estimationCode1
Joint Feature Distribution Alignment Learning for NIR-VIS and VIS-VIS Face Recognition—0
EMOCA: Emotion Driven Monocular Face Capture and AnimationCode2
MLP-Hash: Protecting Face Templates via Hashing of Randomized Multi-Layer PerceptronCode0
ChildPredictor: A Child Face Prediction Framework with Disentangled LearningCode1
An Examination of Bias of Facial Analysis based BMI Prediction Models—0
The 2021 NIST Speaker Recognition Evaluation—0
WebFace260M: A Benchmark for Million-Scale Deep Face Recognition—0
Cyber-Forensic Review of Human Footprint and Gait for Personal Identification—0
A comparison of different atmospheric turbulence simulation methods for image restoration—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