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 14511500 of 2329 papers

TitleStatusHype
Boosting Deep Face Recognition via Disentangling Appearance and Geometry0
Investigating the Impact of Inclusion in Face Recognition Training Data on Individual Face Identification0
Robust Facial Landmark Detection via Aggregation on Geometrically Manipulated Faces0
Meta Variance Transfer: Learning to Augment from the Others0
2DR1-PCA and 2DL1-PCA: two variant 2DPCA algorithms based on none L2 norm0
A Compared Study Between Some Subspace Based Algorithms0
Joint Face Super-Resolution and Deblurring Using a Generative Adversarial Network0
Advanced Variations of Two-Dimensional Principal Component Analysis for Face Recognition0
Collaborative representation-based robust face recognition by discriminative low-rank representation0
Angular Learning: Toward Discriminative Embedded Features0
LAMP-HQ: A Large-Scale Multi-Pose High-Quality Database and Benchmark for NIR-VIS Face Recognition0
Accuracy comparison across face recognition algorithms: Where are we on measuring race bias?0
Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing0
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure0
Low-rank representations with incoherent dictionary for face recognition0
Datamorphic Testing: A Methodology for Testing AI Applications0
Amora: Black-box Adversarial Morphing Attack0
Face Recognition via Locality Constrained Low Rank Representation and Dictionary LearningCode0
Cross-Resolution Learning for Face RecognitionCode0
PSNet: Parametric Sigmoid Norm Based CNN for Face Recognition0
Detection of Face Recognition Adversarial AttacksCode0
Algorithmic Discrimination: Formulation and Exploration in Deep Learning-based Face BiometricsCode0
Robust Morph-Detection at Automated Border Control Gate using Deep Decomposed 3D Shape and Diffuse Reflectance0
Face Detection with Feature Pyramids and Landmarks0
Dual Variational Generation for Low Shot Heterogeneous Face Recognition0
A novel classification-selection approach for the self updating of template-based face recognition systems0
FAN: Feature Adaptation Network for Surveillance Face Recognition and Normalization0
Mis-classified Vector Guided Softmax Loss for Face Recognition0
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning0
GBCNs: Genetic Binary Convolutional Networks for Enhancing the Performance of 1-bit DCNNs0
Regularized Fine-grained Meta Face Anti-spoofingCode0
Deep Representations for Cross-spectral Ocular Biometrics0
NaMemo: Enhancing Lecturers' Interpersonal Competence of Remembering Students' Names0
Search to Distill: Pearls are Everywhere but not the Eyes0
A Study on various state of the art of the Art Face Recognition System using Deep Learning Techniques0
Finding Missing Children: Aging Deep Face Features0
The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural NetworksCode0
There is Limited Correlation between Coverage and Robustness for Deep Neural Networks0
Does Face Recognition Accuracy Get Better With Age? Deep Face Matchers Say No0
92c/MFlops/s, Ultra-Large-Scale Neural-Network Training on a PIII Cluster0
Data-Free Point Cloud Network for 3D Face Recognition0
Compositional Hierarchical Tensor Factorization: Representing Hierarchical Intrinsic and Extrinsic Causal Factors0
RAD: On-line Anomaly Detection for Highly Unreliable Data0
Dynamic Multi-Task Learning for Face Recognition with Facial ExpressionCode0
Dynamic Deep Multi-task Learning for Caricature-Visual Face RecognitionCode0
Faceted Hierarchy: A New Graph Type to Organize Scientific Concepts and a Construction Method0
Cross-Domain Face Synthesis using a Controllable GANCode0
Metric Classification Network in Actual Face Recognition Scene0
Real-time Memory Efficient Large-pose Face Alignment via Deep Evolutionary Network0
Unknown Identity Rejection Loss: Utilizing Unlabeled Data for Face Recognition0
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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