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 10511100 of 2329 papers

TitleStatusHype
Attention Control with Metric Learning Alignment for Image Set-based Recognition0
Deep Learning Classification With Noisy Labels0
ALCN: Adaptive Local Contrast Normalization0
Handwritten Digit Recognition by Elastic Matching0
Deep Learning-based Spatio Temporal Facial Feature Visual Speech Recognition0
Deep Learning Based Single Sample Per Person Face Recognition: A Survey0
Attention Aware Wavelet-based Detection of Morphed Face Images0
Deep Learning-based Single Image Face Depth Data Enhancement0
Deep Learning Based Face Recognition Method using Siamese Network0
AIris: An AI-powered Wearable Assistive Device for the Visually Impaired0
Hard-Mining Loss based Convolutional Neural Network for Face Recognition0
Deep Learning Architectures for Face Recognition in Video Surveillance0
Attention-Aware Deep Reinforcement Learning for Video Face Recognition0
Deep learning and face recognition: the state of the art0
Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey0
Attentional Feature-Pair Relation Networks for Accurate Face Recognition0
AdaFedFR: Federated Face Recognition with Adaptive Inter-Class Representation Learning0
Deep Kinship Verification via Appearance-shape Joint Prediction and Adaptation-based Approach0
DeepKey: An EEG and Gait Based Dual-Authentication System0
Attention-aggregated Attack for Boosting the Transferability of Facial Adversarial Examples0
Deep Joint Face Hallucination and Recognition0
AttenFace: A Real Time Attendance System using Face Recognition0
3D-Aided Data Augmentation for Robust Face Understanding0
Harnessing Unrecognizable Faces for Improving Face Recognition0
Attacks on State-of-the-Art Face Recognition using Attentional Adversarial Attack Generative Network0
Deep Heterogeneous Feature Fusion for Template-Based Face Recognition0
Grassmannian diffusion maps based dimension reduction and classification for high-dimensional data0
Deep Frequent Spatial Temporal Learning for Face Anti-Spoofing0
AI-based Re-identification of Behavioral Clickstream Data0
A high fidelity synthetic face framework for computer vision0
Grassmannian Discriminant Maps (GDM) for Manifold Dimensionality Reduction with Application to Image Set Classification0
Deep face recognition with clustering based domain adaptation0
Attacking Face Recognition with T-shirts: Database, Vulnerability Assessment and Detection0
Attack Analysis of Face Recognition Authentication Systems Using Fast Gradient Sign Method0
Deep Face Recognition0
Deep Face Fuzzy Vault: Implementation and Performance0
GridFace: Face Rectification via Learning Local Homography Transformations0
A Hierarchical Matcher using Local Classifier Chains0
Generative Adversarial Network-based Synthesis of Visible Faces from Polarimetric Thermal Faces0
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence0
Generation of Non-Deterministic Synthetic Face Datasets Guided by Identity Priors0
Generation of Gradient-Preserving Images allowing HOG Feature Extraction0
Deep Discriminative Representation Learning with Attention Map for Scene Classification0
Generation of artificial facial drug abuse images using Deep De-identified anonymous Dataset augmentation through Genetics Algorithm (3DG-GA)0
Generating Transferable Adversarial Patch by Simultaneously Optimizing its Position and Perturbations0
DeepDeblur: Fast one-step blurry face images restoration0
A High-Efficiency Framework for Constructing Large-Scale Face Parsing Benchmark0
Graphical Representation for Heterogeneous Face Recognition0
Generating Photo-Realistic Training Data to Improve Face Recognition Accuracy0
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems0
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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