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
Deep Learning-based Single Image Face Depth Data Enhancement0
A survey of face recognition techniques under occlusion0
Validation and generalization of pixel-wise relevance in convolutional neural networks trained for face classification0
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems0
Disentanglement for Discriminative Visual Recognition0
Towards Gender-Neutral Face Descriptors for Mitigating Bias in Face Recognition0
Mitigating Face Recognition Bias via Group Adaptive Classifier0
Morphing Attack Detection -- Database, Evaluation Platform and Benchmarking0
On Improving Temporal Consistency for Online Face Liveness Detection0
On Improving the Generalization of Face Recognition in the Presence of Occlusions0
Unique Faces Recognition in Videos0
Agrupamento de Pixels para o Reconhecimento de Faces0
Deep Learning Based Single Sample Per Person Face Recognition: A Survey0
Multi-spectral Facial Landmark Detection0
Detection of Makeup Presentation Attacks based on Deep Face Representations0
More Information Supervised Probabilistic Deep Face Embedding Learning0
FM2u-Net: Face Morphological Multi-Branch Network for Makeup-Invariant Face Verification0
Hierarchical Pyramid Diverse Attention Networks for Face Recognition0
GP-NAS: Gaussian Process Based Neural Architecture Search0
Global-Local GCN: Large-Scale Label Noise Cleansing for Face Recognition0
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness0
Rotation Consistent Margin Loss for Efficient Low-Bit Face Recognition0
RDCFace: Radial Distortion Correction for Face Recognition0
Mitigating Bias in Face Recognition Using Skewness-Aware Reinforcement Learning0
Face Authentication from Grayscale Coded Light Field0
Federated Face Presentation Attack Detection0
Adversarial Attacks and Defense on Texts: A Survey0
Multi-Margin based Decorrelation Learning for Heterogeneous Face Recognition0
Spoof Face Detection Via Semi-Supervised Adversarial Training0
Investigation of Large-Margin Softmax in Neural Language Modeling0
Large Margin Mechanism and Pseudo Query Set on Cross-Domain Few-Shot Learning0
Investigating Bias in Deep Face Analysis: The KANFace Dataset and Empirical Study0
Pruning coupled with learning, ensembles of minimal neural networks, and future of XAI0
3D Face Anti-spoofing with Factorized Bilinear Coding0
A New Deep Neural Architecture Search Pipeline for Face Recognition0
Generalized Multi-view Shared Subspace Learning using View Bootstrapping0
A Distributed Approximate Nearest Neighbor Method for Real-Time Face Recognition0
Learning Descriptors Invariance Through Equivalence Relations Within Manifold: A New Approach to Expression Invariant 3D Face Recognition0
A Unified Weight Learning and Low-Rank Regression Model for Robust Complex Error Modeling0
Minor Privacy Protection Through Real-time Video Processing at the Edge0
PF-cpGAN: Profile to Frontal Coupled GAN for Face Recognition in the Wild0
Cross-ethnicity Face Anti-spoofing Recognition Challenge: A Review0
Cloud-Based Face and Speech Recognition for Access Control Applications0
Deep Learning Classification With Noisy Labels0
SensitiveLoss: Improving Accuracy and Fairness of Face Representations with Discrimination-Aware Deep Learning0
Smart Attendance System Usign CNN0
Exploring Racial Bias within Face Recognition via per-subject Adversarially-Enabled Data Augmentation0
Asymptotic Analysis of an Ensemble of Randomly Projected Linear Discriminants0
Adaptive Neuron-wise Discriminant Criterion and Adaptive Center Loss at Hidden Layer for Deep Convolutional Neural NetworkCode0
ALCN: Adaptive Local Contrast Normalization0
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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