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 451500 of 2329 papers

TitleStatusHype
A Random-patch based Defense Strategy Against Physical Attacks for Face Recognition Systems0
A Comprehensive Analysis of Deep Learning Based Representation for Face Recognition0
A New Method in Facial Registration in Clinics Based on Structure Light Images0
Consistent Instance False Positive Improves Fairness in Face Recognition0
Adv-Attribute: Inconspicuous and Transferable Adversarial Attack on Face Recognition0
A Comparative Analysis of the Face Recognition Methods in Video Surveillance Scenarios0
DeepDeblur: Fast one-step blurry face images restoration0
Contrastive Attention Network with Dense Field Estimation for Face Completion0
Deep Face Fuzzy Vault: Implementation and Performance0
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection0
Contrastive Examples for Addressing the Tyranny of the Majority0
Deep Frequent Spatial Temporal Learning for Face Anti-Spoofing0
Deep learning and face recognition: the state of the art0
Controlling Face's Frame generation in StyleGAN's latent space operations: Modifying faces to deceive our memory0
Deep Privacy Funnel Model: From a Discriminative to a Generative Approach with an Application to Face Recognition0
ConvNets vs. Transformers: Whose Visual Representations are More Transferable?0
Convolutional neural net face recognition works in non-human-like ways0
Convolutional neural networks pretrained on large face recognition datasets for emotion classification from video0
Convolutional Sparse Support Estimator Network (CSEN) From energy efficient support estimation to learning-aided Compressive Sensing0
Cooperating with Machines0
Can the accuracy bias by facial hairstyle be reduced through balancing the training data?0
CoReFace: Sample-Guided Contrastive Regularization for Deep Face Recognition0
Can Large Language Models Automatically Jailbreak GPT-4V?0
Deep Learning Classification With Noisy Labels0
Advancing Ear Biometrics: Enhancing Accuracy and Robustness through Deep Learning0
A Responsible Face Recognition Approach for Small and Mid-Scale Systems Through Personalized Neural Networks0
Coupled Deep Learning for Heterogeneous Face Recognition0
Coupled Learning for Facial Deblur0
CoupleFace: Relation Matters for Face Recognition Distillation0
CRAFT: Contextual Re-Activation of Filters for face recognition Training0
Can GAN-induced Attribute Manipulations Impact Face Recognition?0
Can GAN Generated Morphs Threaten Face Recognition Systems Equally as Landmark Based Morphs? -- Vulnerability and Detection0
Cross-Age Contrastive Learning for Age-Invariant Face Recognition0
Cross-Age LFW: A Database for Studying Cross-Age Face Recognition in Unconstrained Environments0
Cross Architecture Distillation for Face Recognition0
Cross-domain Face Presentation Attack Detection via Multi-domain Disentangled Representation Learning0
Pruning coupled with learning, ensembles of minimal neural networks, and future of XAI0
Worst-Case Morphs: a Theoretical and a Practical Approach0
Cross-domain Robust Deepfake Bias Expansion Network for Face Forgery Detection0
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains0
Cross-ethnicity Face Anti-spoofing Recognition Challenge: A Review0
Cross Euclidean-to-Riemannian Metric Learning with Application to Face Recognition from Video0
Cross-label Suppression: A Discriminative and Fast Dictionary Learning with Group Regularization0
Cross-modal Multi-task Learning for Graphic Recognition of Caricature Face0
Cross-pose Face Recognition by Canonical Correlation Analysis0
A Compact and Discriminative Face Track Descriptor0
Cross-Resolution Face Recognition via Prior-Aided Face Hallucination and Residual Knowledge Distillation0
A software for aging faces applied to ancient marble busts0
Cross-Sensor Periocular Biometrics in a Global Pandemic: Comparative Benchmark and Novel Multialgorithmic Approach0
Can a biologically-plausible hierarchy effectively replace face detection, alignment, and recognition pipelines?0
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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