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 15011550 of 2329 papers

TitleStatusHype
Accelerated Variance Reduced Stochastic Extragradient Method for Sparse Machine Learning Problems0
Bias-Resilient Neural Network0
Improving Collaborative Metric Learning with Efficient Negative SamplingCode0
A-LINK: Recognizing Disguised Faces via Active Learning based Inter-Domain KnowledgeCode1
Adversarial Learning with Margin-based Triplet Embedding RegularizationCode0
Biometric Face Presentation Attack Detection with Multi-Channel Convolutional Neural NetworkCode0
Dual Encoder-Decoder based Generative Adversarial Networks for Disentangled Facial Representation Learning0
FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces0
Recognition of Handwritten Digit using Convolutional Neural Network in Python with Tensorflow and Comparison of Performance for Various Hidden Layers0
Cross-Spectral Face Hallucination via Disentangling Independent Factors0
On Learning Disentangled Representations for Gait Recognition0
Towards Flops-constrained Face RecognitionCode0
The Ambiguous World of Emotion Representation0
CASIA-SURF: A Large-scale Multi-modal Benchmark for Face Anti-spoofing0
Dual Directed Capsule Network for Very Low Resolution Image Recognition0
SeesawFaceNets: sparse and robust face verification model for mobile platformCode0
Transferability and Hardness of Supervised Classification Tasks0
Non-negative Sparse and Collaborative Representation for Pattern Classification0
Attentional Feature-Pair Relation Networks for Accurate Face Recognition0
Occlusion Robust Face Recognition Based on Mask Learning with PairwiseDifferential Siamese NetworkCode0
Sparse Bayesian approach for metric learning in latent spaceCode0
Deep Sparse Band Selection for Hyperspectral Face Recognition0
Autonomous Learning for Face Recognition in the Wild via Ambient Wireless CuesCode0
AdvFaces: Adversarial Face SynthesisCode1
Hard-Mining Loss based Convolutional Neural Network for Face Recognition0
Oxford Handbook on AI Ethics Book Chapter on Race and Gender0
Multiple Riemannian Manifold-valued Descriptors based Image Set Classification with Multi-Kernel Metric Learning0
Attribute-Guided Coupled GAN for Cross-Resolution Face Recognition0
Attention Control with Metric Learning Alignment for Image Set-based 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
AirFace: Lightweight and Efficient Model for Face RecognitionCode0
Specular- and Diffuse-reflection-based Face Spoofing Detection for Mobile DevicesCode0
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
Convergence of Edge Computing and Deep Learning: A Comprehensive SurveyCode1
Face Recognition in Unconstrained Conditions: A Systematic Review0
Deep Learning For Face Recognition: A Critical Analysis0
VarGNet: Variable Group Convolutional Neural Network for Efficient Embedded ComputingCode0
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
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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