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 12511300 of 2329 papers

TitleStatusHype
Face recognition using PCA integrated with Delaunay triangulation0
Revisiting Pixel-Wise Supervision for Face Anti-SpoofingCode0
A New Periocular Dataset Collected by Mobile Devices in Unconstrained Scenarios0
Imbalance Robust Softmax for Deep Embeeding Learning0
LightFace: A Hybrid Deep Face Recognition Framework0
Low-Resolution Face Recognition In Resource-Constrained Environments0
Visual Diver Face Recognition for Underwater Human-Robot Interaction0
Facial Expressions as a Vulnerability in Face Recognition0
On the Effectiveness of Vision Transformers for Zero-shot Face Anti-SpoofingCode0
Age Gap Reducer-GAN for Recognizing Age-Separated Faces0
Deep Metric Learning with Spherical Embedding0
Low cost enhanced security face recognition with stereo camerasCode0
NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing0
Face Morphing Attack Generation & Detection: A Comprehensive Survey0
Facial UV Map Completion for Pose-invariant Face Recognition: A Novel Adversarial Approach based on Coupled Attention Residual UNets0
A Parallel Approach for Real-Time Face Recognition from a Large Database0
ProxylessKD: Direct Knowledge Distillation with Inherited Classifier for Face Recognition0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
On the Performance of Convolutional Neural Networks under High and Low Frequency Information0
Predicting Classification Accuracy When Adding New Unobserved Classes0
Nested Grassmannians for Dimensionality Reduction with ApplicationsCode0
FaceLeaks: Inference Attacks against Transfer Learning Models via Black-box Queries0
Face Frontalization Based on Robustly Fitting a Deformable Shape Model to 3D Landmarks0
Exploring the Security Boundary of Data Reconstruction via Neuron Exclusivity Analysis0
MixNet for Generalized Face Presentation Attack DetectionCode0
Multi Scale Identity-Preserving Image-to-Image Translation Network for Low-Resolution Face RecognitionCode0
Mutual Information Regularized Identity-aware Facial ExpressionRecognition in Compressed Video0
A Cluster-Matching-Based Method for Video Face Recognition0
Reconstructing A Large Scale 3D Face Dataset for Deep 3D Face Identification0
Quantifying the Extent to Which Race and Gender Features Determine Identity in Commercial Face Recognition Algorithms0
Self-attention aggregation network for video face representation and recognitionCode0
Domain Agnostic Learning for Unbiased Authentication0
Real Time Face Recognition Using Convoluted Neural NetworksCode0
DBLFace: Domain-Based Labels for NIR-VIS Heterogeneous Face Recognition0
A Survey On Anti-Spoofing Methods For Face Recognition with RGB Cameras of Generic Consumer Devices0
Are Adaptive Face Recognition Systems still Necessary? Experiments on the APE DatasetCode0
Exploring the Interchangeability of CNN Embedding Spaces0
Generalized Two-Dimensional Quaternion Principal Component Analysis with Weighting for Color Image Recognition0
3D-Aided Data Augmentation for Robust Face Understanding0
Low-Rank and Sparse Enhanced Tucker Decomposition for Tensor Completion0
Masked Face Recognition with Latent Part Detection0
Multi-channel Deep 3D Face Recognition0
Video Face Recognition System: RetinaFace-mnet-faster and Secondary SearchCode0
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances0
Cross-Task Representation Learning for Anatomical Landmark Detection0
BWCFace: Open-set Face Recognition using Body-worn Camera0
Beyond Identity: What Information Is Stored in Biometric Face Templates?0
FairFace Challenge at ECCV 2020: Analyzing Bias in Face Recognition0
Red Carpet to Fight Club: Partially-supervised Domain Transfer for Face Recognition in Violent Videos0
Grassmannian diffusion maps based dimension reduction and classification for high-dimensional data0
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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