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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1051–1100 of 2329 papers

TitleStatusHype
Masked Face Recognition using ResNet-50—0
Age Range Estimation using MTCNN and VGG-Face Model—0
Bi-FPNFAS: Bi-Directional Feature Pyramid Network for Pixel-Wise Face Anti-Spoofing by Leveraging Fourier Spectra—0
TransRPPG: Remote Photoplethysmography Transformer for 3D Mask Face Presentation Attack Detection—0
An Improved Real-Time Face Recognition System at Low Resolution Based on Local Binary Pattern Histogram Algorithm and CLAHE—0
Robust Backdoor Attacks against Deep Neural Networks in Real Physical World—0
Adversarial Sticker: A Stealthy Attack Method in the Physical WorldCode1
Towards NIR-VIS Masked Face Recognition—0
Federated Generalized Face Presentation Attack Detection—0
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection—0
FACESEC: A Fine-grained Robustness Evaluation Framework for Face Recognition SystemsCode0
Towards End-to-End Neural Face Authentication in the Wild - Quantifying and Compensating for Directional Lighting Effects—0
Reconstructing Recognizable 3D Face Shapes based on 3D Morphable Models—0
Towards On-Device Face Recognition in Body-worn Cameras—0
SREDS: A dichromatic separation based measure of skin colorCode0
FedFace: Collaborative Learning of Face Recognition Model—0
On the Applicability of Synthetic Data for Face Recognition—0
Teacher-Student Adversarial Depth Hallucination to Improve Face RecognitionCode0
IronMask: Modular Architecture for Protecting Deep Face Template—0
Performance analysis of facial recognition: A critical review through glass factor—0
Generation of Gradient-Preserving Images allowing HOG Feature Extraction—0
Unconstrained Face Recognition using ASURF and Cloud-Forest Classifier optimized with VLAD—0
DeepBlur: A Simple and Effective Method for Natural Image Obfuscation—0
Facial Masks and Soft-Biometrics: Leveraging Face Recognition CNNs for Age and Gender Prediction on Mobile Ocular Images—0
Few-Data Guided Learning Upon End-to-End Point Cloud Network for 3D Face Recognition—0
Pre-training strategies and datasets for facial representation learningCode1
Face Recognition as a Method of Authentication in a Web-Based System—0
Face Transformer for RecognitionCode1
Modeling the Nonsmoothness of Modern Neural Networks—0
Hierarchical Deep CNN Feature Set-Based Representation Learning for Robust Cross-Resolution Face Recognition—0
Multimodal Personal Ear Authentication Using Smartphones—0
Enhancing Robustness of On-line Learning Models on Highly Noisy DataCode0
Experimental Quantum Principal Component Analysis via Parametrized Quantum Circuits—0
Recent Advances in Deep Learning Techniques for Face Recognition—0
Impact of Facial Tattoos and Paintings on Face Recognition Systems—0
LARNet: Lie Algebra Residual Network for Face RecognitionCode1
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains—0
MagFace: A Universal Representation for Face Recognition and Quality AssessmentCode1
SDD-FIQA: Unsupervised Face Image Quality Assessment with Similarity Distribution Distance—0
A Discriminative Vectorial Framework for Multi-modal Feature Representation—0
Differentially Private Imaging via Latent Space Manipulation—0
WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition—0
NPT-Loss: A Metric Loss with Implicit Mining for Face Recognition—0
When Face Recognition Meets Occlusion: A New BenchmarkCode1
Sub-pixel face landmarks using heatmaps and a bag of tricks—0
K-FACE: A Large-Scale KIST Face Database in Consideration with Unconstrained EnvironmentsCode1
Deblurring Processor for Motion-Blurred Faces Based on Generative Adversarial Networks—0
A Comprehensive Study on Face Recognition Biases Beyond Demographics—0
Inter-class Discrepancy Alignment for Face Recognition—0
Real Masks and Spoof Faces: On the Masked Face Presentation Attack Detection—0
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All datasetsLFWCFP-FPCASIA-WebFace+masksCelebA+masksMLFWAgeDB-30Color FERETIJB-BCALFWmebeblurfMFW+ (M-M)MFW+ (U-M)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR4.38—Unverified
2GhostFaceNetV2-1 (MS1MV3)Accuracy1—Unverified
3SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)Accuracy1—Unverified
4ProdpolyAccuracy1—Unverified
5DiscFaceAccuracy1—Unverified
6ArcFace + MS1MV2 + R100Accuracy1—Unverified
7DCQAccuracy1—Unverified
8AdaFace + WebFace4M + R100Accuracy1—Unverified
9EdgeFace - S (g=0.5)Accuracy1—Unverified
10EdgeFace - XS (g=0.6)Accuracy1—Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.99—Unverified
2SymFace + AdaFace + ResNet100 +WebFaceAccuracy0.99—Unverified
3ElasticFace-ArcAccuracy0.99—Unverified
4DiscFaceAccuracy0.99—Unverified
5CircleLoss(ours)Accuracy0.96—Unverified
6EdgeFace - S (g=0.5)Accuracy0.96—Unverified
7DCQAccuracy0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy91.47—Unverified
2Fine-tuned FaceNetAccuracy88.06—Unverified
3ArcFaceAccuracy87.95—Unverified
4Fine-tuned VGG-FaceAccuracy86.85—Unverified
5FaceNetAccuracy84.21—Unverified
6VGG-FaceAccuracy79.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy95.43—Unverified
2Fine-tuned FaceNetAccuracy93.58—Unverified
3ArcFaceAccuracy91.78—Unverified
4Fine-tuned VGG-FaceAccuracy91.51—Unverified
5FaceNetAccuracy90.96—Unverified
6VGG-FaceAccuracy84.56—Unverified
#ModelMetricClaimedVerifiedStatus
1MS1MV2, R100, SFaceAccuracy91.57—Unverified
2MS1MV2, R100, ArcfaceAccuracy90.57—Unverified
3MS1MV2, R100, CurricularfaceAccuracy90.43—Unverified
4VGGFace2, R50, ArcFaceAccuracy85.95—Unverified
5CASIA-WebFace, R50, CosFaceAccuracy82.52—Unverified
6Private-Asia, R50, ArcFaceAccuracy77.2—Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.98—Unverified
2ElasticFace-CosAccuracy0.98—Unverified
3Transformer loss+ArcFace ResNet100Accuracy0.98—Unverified
4DCQAccuracy0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1VGG based5-class test accuracy99.2—Unverified
2PIC - ArcFaceFNMR [%] @ 10-3 FMR4.22—Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR3.92—Unverified
4PIC - QMagFaceFNMR [%] @ 10-3 FMR3.24—Unverified
#ModelMetricClaimedVerifiedStatus
1ElasticFace-CosTAR @ FAR=0.00010.95—Unverified
2ArcFace+CSFMRank-10.95—Unverified
3ArcFace + MS1MV2 + R100Rank-10.95—Unverified
4AdaFace + MS1MV3 + R100TAR @ FAR=0.00010.94—Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.96—Unverified
2ElasticFace-ArcAccuracy0.96—Unverified
3GhostFaceNetV2-1Accuracy0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR10.1—Unverified
2PIC - QMagFaceFNMR [%] @ 10-3 FMR9.78—Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR9.75—Unverified
#ModelMetricClaimedVerifiedStatus
1ArcFace + PPLTAR@FAR=0.000178.8—Unverified
2MaskInv-HGTAR@FAR=0.000178.36—Unverified
3FocusFaceTAR@FAR=0.000177.77—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaFace+PPLTAR@FAR=0.000184.27—Unverified
2MaskInv-HGTAR@FAR=0.000183.82—Unverified
3FocusFaceTAR@FAR=0.000183.4—Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - QMagFaceFNMR [%] @ 10-3 FMR0.96—Unverified
2PIC - MagFaceFNMR [%] @ 10-3 FMR0.96—Unverified
3PIC - ArcFaceFNMR [%] @ 10-3 FMR0.05—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)84.3—Unverified
2FaceNet+Fixed Threshold (0.2487)Average Accuracy (10 times)80.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG Filter (Aligned)Rank-185—Unverified
2DPMRank-171—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)83.79—Unverified
2FaceNet+Fixed Threshold (0.3968)Average Accuracy (10 times)80.72—Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.95—Unverified
2ElasticFace-ArcAccuracy0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)76.46—Unverified
2FaceNet+Fixed Threshold (0.3779)Average Accuracy (10 times)53.97—Unverified
#ModelMetricClaimedVerifiedStatus
1Wang et al. [5]Rank-194.5—Unverified
2Multi-taskRank-184.32—Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-187.2—Unverified
2DPMRank-183.73—Unverified
#ModelMetricClaimedVerifiedStatus
1MCNTAR @ FAR=0.010.54—Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy99.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-188.33—Unverified
#ModelMetricClaimedVerifiedStatus
1Partial FCMFR-ALL97.85—Unverified
#ModelMetricClaimedVerifiedStatus
1FaceTransformer+OctupletLossAccuracy0.95—Unverified