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 15511600 of 2329 papers

TitleStatusHype
Attention Control with Metric Learning Alignment for Image Set-based Recognition0
Attribute-Guided Coupled GAN for Cross-Resolution Face Recognition0
Softmax Dissection: Towards Understanding Intra- and Inter-class Objective for Embedding Learning0
Permutation-invariant Feature Restructuring for Correlation-aware Image Set-based Recognition0
Cartoon Face Recognition: A Benchmark DatasetCode0
Landmark Detection in Low Resolution Faces with Semi-Supervised Learning0
Specular- and Diffuse-reflection-based Face Spoofing Detection for Mobile DevicesCode0
AirFace: Lightweight and Efficient Model for Face RecognitionCode0
Attribute-Guided Deep Polarimetric Thermal-to-visible Face Recognition0
QRMODA and BRMODA: Novel Models for Face Recognition Accuracy in Computer Vision Systems with Adapted Video Streams0
Exploring Factors for Improving Low Resolution Face Recognition0
Face Recognition in Unconstrained Conditions: A Systematic Review0
VarGNet: Variable Group Convolutional Neural Network for Efficient Embedded ComputingCode0
Deep Learning For Face Recognition: A Critical Analysis0
DemogPairs: Quantifying the Impact of Demographic Imbalance in Deep Face Recognition0
Preferences Prediction using a Gallery of Mobile Device based on Scene Recognition and Object DetectionCode0
Metamorphic Detection of Adversarial Examples in Deep Learning Models With Affine Transformations0
Domain Adaptation in Multi-Channel Autoencoder based Features for Robust Face Anti-SpoofingCode0
Deep Pixel-wise Binary Supervision for Face Presentation Attack DetectionCode0
Tree-gated Deep Regressor Ensemble For Face Alignment In The Wild0
Dependency-aware Attention Control for Unconstrained Face Recognition with Image Sets0
A Deep Image Compression Framework for Face Recognition0
FaceGenderID: Exploiting Gender Information in DCNNs Face Recognition SystemsCode0
Does Generative Face Completion Help Face Recognition?Code0
Occluded Face Recognition Using Low-rank Regression with Generalized Gradient DirectionCode0
A database for face presentation attack using wax figure faces0
Deep Face Recognition Model Compression via Knowledge Transfer and Distillation0
R3 Adversarial Network for Cross Model Face Recognition0
AdaptiveFace: Adaptive Margin and Sampling for Face RecognitionCode0
Multi-Adversarial Discriminative Deep Domain Generalization for Face Presentation Attack DetectionCode0
UniformFace: Learning Deep Equidistributed Representation for Face Recognition0
RegularFace: Deep Face Recognition via Exclusive Regularization0
Feature-Level Frankenstein: Eliminating Variations for Discriminative Recognition0
Unequal-Training for Deep Face Recognition With Long-Tailed Noisy Data0
Feature Transfer Learning for Face Recognition With Under-Represented Data0
Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition0
Led3D: A Lightweight and Efficient Deep Approach to Recognizing Low-Quality 3D Faces0
Emotion-Aware Human Attention Prediction0
Distant Supervised Centroid Shift: A Simple and Efficient Approach to Visual Domain Adaptation0
Domain Generalization via Universal Non-volume Preserving Models0
Giant Panda Face Recognition Using Small Dataset0
Cross-Resolution Face Recognition via Prior-Aided Face Hallucination and Residual Knowledge Distillation0
Learning Perspective Undistortion of Portraits0
Multilinear Compressive LearningCode0
Additive Adversarial Learning for Unbiased AuthenticationCode0
FH-GAN: Face Hallucination and Recognition using Generative Adversarial Network0
Relaxed 2-D Principal Component Analysis by L_p Norm for Face Recognition0
Deep Kinship Verification via Appearance-shape Joint Prediction and Adaptation-based Approach0
A High-Efficiency Framework for Constructing Large-Scale Face Parsing Benchmark0
Long Short-Term Memory with Gate and State Level Fusion for Light Field-Based 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