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 13011350 of 2329 papers

TitleStatusHype
Light Can Hack Your Face! Black-box Backdoor Attack on Face Recognition Systems0
Fair and accurate age prediction using distribution aware data curation and augmentationCode0
3D Facial Matching by Spiral Convolutional Metric Learning and a Biometric Fusion-Net of Demographic Properties0
Binarized Neural Architecture Search for Efficient Object Recognition0
Attribute Adaptive Margin Softmax Loss using Privileged Information0
MIPGAN -- Generating Strong and High Quality Morphing Attacks Using Identity Prior Driven GAN0
Face Image Quality Assessment: A Literature Survey0
Adversarial Attacks on Deep Learning Systems for User Identification based on Motion Sensors0
Inducing Predictive Uncertainty Estimation for Face Recognition0
To augment or not to augment? Data augmentation in user identification based on motion sensors0
Measurement-driven Security Analysis of Imperceptible Impersonation Attacks0
Vulnerability of Face Recognition Systems Against Composite Face Reconstruction Attack0
Face Anti-Spoofing Via Disentangled Representation Learning0
Cross-Domain Identification for Thermal-to-Visible Face RecognitionCode0
Is Face Recognition Sexist? No, Gendered Hairstyles and Biology Are0
Unified Representation Learning for Cross Model Compatibility0
Domain Private and Agnostic Feature for Modality Adaptive Face Recognition0
Subclass Contrastive Loss for Injured Face Recognition0
HyperFaceNet: A Hyperspectral Face Recognition Method Based on Deep Fusion0
Manifold Projection for Adversarial Defense on Face Recognition0
Caption-Supervised Face Recognition: Training a State-of-the-Art Face Model without Manual Annotation0
Exclusivity-Consistency Regularized Knowledge Distillation for Face Recognition0
Deep Cross-species Feature Learning for Animal Face Recognition via Residual Interspecies Equivariant Network0
Sub-center ArcFace: Boosting Face Recognition by Large-scale Noisy Web FacesCode0
Generate to Adapt: Resolution Adaption Network for Surveillance Face Recognition0
Assessing Risks of Biases in Cognitive Decision Support Systems0
Contraction Mapping of Feature Norms for Classifier Learning on the Data with Different Quality0
Black-Box Face Recovery from Identity FeaturesCode0
The Effect of Wearing a Mask on Face Recognition Performance: an Exploratory Study0
Adversarial Privacy-preserving FilterCode0
Performance analysis of weighted low rank model with sparse image histograms for face recognition under lowlevel illumination and occlusion0
Multi-Spectral Facial Biometrics in Access Control0
Multi-Metric Evaluation of Thermal-to-Visual Face Recognition0
Adversarial Attacks against Face Recognition: A Comprehensive Study0
Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural NetworksCode0
NPCFace: Negative-Positive Collaborative Training for Large-scale Face Recognition0
A high fidelity synthetic face framework for computer vision0
SqueezeFacePoseNet: Lightweight Face Verification Across Different Poses for Mobile Platforms0
Improving Face Recognition by Clustering Unlabeled Faces in the Wild0
Can GAN Generated Morphs Threaten Face Recognition Systems Equally as Landmark Based Morphs? -- Vulnerability and Detection0
On the Influence of Ageing on Face Morph Attacks: Vulnerability and Detection0
Determination of the most representative descriptor among a set of feature vectors for the same object0
Face Anti-Spoofing with Human Material Perception0
Weak error analysis for stochastic gradient descent optimization algorithms0
ConFoc: Content-Focus Protection Against Trojan Attacks on Neural NetworksCode0
Can Your Face Detector Do Anti-spoofing? Face Presentation Attack Detection with a Multi-Channel Face Detector0
Fast Training of Deep Networks with One-Class CNNs0
Roweisposes, Including Eigenposes, Supervised Eigenposes, and Fisherposes, for 3D Action RecognitionCode0
A Neural Network for Determination of Latent Dimensionality in Nonnegative Matrix Factorization0
Achieving Better Kinship Recognition Through Better BaselineCode0
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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 - MagFaceFNMR [%] @ 10-3 FMR0.96Unverified
2PIC - QMagFaceFNMR [%] @ 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