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 16511700 of 2329 papers

TitleStatusHype
Level Playing Field for Million Scale Face Recognition0
Leveraging Billions of Faces to Overcome Performance Barriers in Unconstrained Face Recognition0
Leveraging Intermediate Features of Vision Transformer for Face Anti-Spoofing0
Leveraging Mid-Level Deep Representations For Predicting Face Attributes in the Wild0
Leveraging Simultaneous Usage of Edge GPU Hardware Engines for Video Face Detection and Recognition0
Leveraging the Power of Gabor Phase for Face Identification: A Block Matching Approach0
LGLG-WPCA: An Effective Texture-based Method for Face Recognition0
Light Can Hack Your Face! Black-box Backdoor Attack on Face Recognition Systems0
LightFace: A Hybrid Deep Face Recognition Framework0
Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition0
Lightweight Face Recognition: An Improved MobileFaceNet Model0
Link-based Contrastive Learning for One-Shot Unsupervised Domain Adaptation0
Live Detection of Face Using Machine Learning with Multi-feature Method0
Liveness Detection in Computer Vision: Transformer-based Self-Supervised Learning for Face Anti-Spoofing0
Liveness Detection Using Implicit 3D Features0
Local-Adaptive Face Recognition via Graph-based Meta-Clustering and Regularized Adaptation0
Local and Global Feature Attention Fusion Network for Face Recognition0
Local Directional Gradient Pattern: A Local Descriptor for Face Recognition0
Local Directional Relation Pattern for Unconstrained and Robust Face Retrieval0
Local feature hierarchy for face recognition across pose and illumination0
Local Features Meet Stochastic Anonymization: Revolutionizing Privacy-Preserving Face Recognition for Black-Box Models0
Local Gradient Hexa Pattern: A Descriptor for Face Recognition and Retrieval0
Locality-aware Channel-wise Dropout for Occluded Face Recognition0
Locality preserving projection on SPD matrix Lie group: algorithm and analysis0
Localization using Multi-Focal Spatial Attention for Masked Face Recognition0
Longitudinal Analysis of Mask and No-Mask on Child Face Recognition0
Longitudinal Evaluation of Child Face Recognition and the Impact of Underlying Age0
Long-Range Biometric Identification in Real World Scenarios: A Comprehensive Evaluation Framework Based on Missions0
Long-Term Identity-Aware Multi-Person Tracking for Surveillance Video Summarization0
Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition0
Look Through Masks: Towards Masked Face Recognition with De-Occlusion Distillation0
LOTR: Face Landmark Localization Using Localization Transformer0
LowKey: Leveraging Adversarial Attacks to Protect Social Media Users from Facial Recognition0
Low-Rank and Sparse Enhanced Tucker Decomposition for Tensor Completion0
Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition0
Low-rank representations with incoherent dictionary for face recognition0
Low-Resolution Face Recognition0
Low-Resolution Face Recognition In Resource-Constrained Environments0
On Low-Resolution Face Recognition in the Wild: Comparisons and New Techniques0
Low-resolution Face Recognition in the Wild via Selective Knowledge Distillation0
Low Resolution Face Recognition Using a Two-Branch Deep Convolutional Neural Network Architecture0
Low-Resolution Face Recognition via Adaptable Instance-Relation Distillation0
Low-Resolution Object Recognition with Cross-Resolution Relational Contrastive Distillation0
LVFace: Large Vision model for Face Recogniton0
M^2 Deep-ID: A Novel Model for Multi-View Face Identification Using Convolutional Deep Neural Networks0
M2FPA: A Multi-Yaw Multi-Pitch High-Quality Database and Benchmark for Facial Pose Analysis0
M2FPA: A Multi-Yaw Multi-Pitch High-Quality Dataset and Benchmark for Facial Pose Analysis0
Machine learning with limited data0
MAGMA: Multi-level accelerated gradient mirror descent algorithm for large-scale convex composite minimization0
MagnifyMe: Aiding Cross Resolution Face Recognition via Identity Aware Synthesis0
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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