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 13511400 of 2329 papers

TitleStatusHype
LIAAD: Lightweight Attentive Angular Distillation for Large-scale Age-Invariant Face Recognition0
Convolutional neural net face recognition works in non-human-like ways0
A Method for Curation of Web-Scraped Face Image DatasetsCode1
Adaptive Multiscale Illumination-Invariant Feature Representation for Undersampled Face Recognition0
Deep Face Forgery DetectionCode0
Weighted Fisher Discriminant Analysis in the Input and Feature SpacesCode0
Cross-domain Face Presentation Attack Detection via Multi-domain Disentangled Representation Learning0
Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method0
Face Quality Estimation and Its Correlation to Demographic and Non-Demographic Bias in Face RecognitionCode1
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face RecognitionCode1
Domain Balancing: Face Recognition on Long-Tailed Domains0
ActGAN: Flexible and Efficient One-shot Face Reenactment0
Dynamic Region-Aware Convolution0
Towards Backward-Compatible Representation LearningCode1
Data Uncertainty Learning in Face RecognitionCode1
Adversarial Light Projection Attacks on Face Recognition Systems: A Feasibility Study0
Dataset Cleaning -- A Cross Validation Methodology for Large Facial Datasets using Face Recognition0
Do We Need Depth in State-Of-The-Art Face Authentication?0
Balanced Alignment for Face Recognition: A Joint Learning Approach0
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding RobustnessCode1
Masked Face Recognition Dataset and ApplicationCode2
Dual-discriminator GAN: A GAN way of profile face recognition0
Deep Spatial Gradient and Temporal Depth Learning for Face Anti-spoofingCode1
Rotate-and-Render: Unsupervised Photorealistic Face Rotation from Single-View ImagesCode1
Child Face Age-Progression via Deep Feature Aging0
Learning Meta Face Recognition in Unseen DomainsCode1
Building Computationally Efficient and Well-Generalizing Person Re-Identification Models with Metric LearningCode2
Boosting Unconstrained Face Recognition with Auxiliary Unlabeled Data0
Vec2Face: Unveil Human Faces from their Blackbox Features in Face Recognition0
Towards Face Encryption by Generating Adversarial Identity MasksCode1
Application of Deep Q-Network in Portfolio Management0
CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-ethnicity Face Anti-spoofing0
xCos: An Explainable Cosine Metric for Face Verification TaskCode1
Cross-modal Multi-task Learning for Graphic Recognition of Caricature Face0
I-ViSE: Interactive Video Surveillance as an Edge Service using Unsupervised Feature Queries0
Searching Central Difference Convolutional Networks for Face Anti-SpoofingCode1
Demographic Bias in Biometrics: A Survey on an Emerging Challenge0
MarginDistillation: distillation for margin-based softmaxCode1
Convolutional Sparse Support Estimator Network (CSEN) From energy efficient support estimation to learning-aided Compressive Sensing0
Relational Deep Feature Learning for Heterogeneous Face Recognition0
Two-Level Attention-based Fusion Learning for RGB-D Face RecognitionCode0
Weakly supervised discriminative feature learning with state information for person identificationCode1
The Mertens Unrolled Network (MU-Net): A High Dynamic Range Fusion Neural Network for Through the Windshield Driver Recognition0
Reducing Geographic Performance Differential for Face Recognition0
Towards Universal Representation Learning for Deep Face Recognition0
An Open-set Recognition and Few-Shot Learning Dataset for Audio Event Classification in Domestic EnvironmentsCode0
Circle Loss: A Unified Perspective of Pair Similarity OptimizationCode1
Deep Representation Learning on Long-tailed Data: A Learnable Embedding Augmentation Perspective0
DotFAN: A Domain-transferred Face Augmentation Network for Pose and Illumination Invariant Face Recognition0
Unsupervised Enhancement of Soft-biometric Privacy with Negative Face RecognitionCode1
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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