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 17011750 of 2329 papers

TitleStatusHype
iQIYI-VID: A Large Dataset for Multi-modal Person Identification0
Contextual Face Recognition with a Nested-Hierarchical Nonparametric Identity Model0
On Matching Faces with Alterations due to Plastic Surgery and Disguise0
Implementation of Robust Face Recognition System Using Live Video Feed Based on CNN0
Pairwise Relational Networks using Local Appearance Features for Face Recognition0
Exploiting temporal and depth information for multi-frame face anti-spoofingCode1
Neural Generative Models for 3D Faces with Application in 3D Texture Free Face Recognition0
Gender Effect on Face Recognition for a Large Longitudinal Database0
Generating Photo-Realistic Training Data to Improve Face Recognition Accuracy0
Face Recognition: From Traditional to Deep Learning MethodsCode0
Concealing the identity of faces in oblique images with adaptive hopping Gaussian mixtures0
Attacks Meet Interpretability: Attribute-steered Detection of Adversarial SamplesCode0
Data-specific Adaptive Threshold for Face Recognition and AuthenticationCode0
GhostVLAD for set-based face recognitionCode0
Face Recognition from Sequential Sparse 3D Data via Deep Registration0
Improved Techniques for GAN based Facial Inpainting0
Recognizing Partial Biometric PatternsCode0
Orthogonal Deep Features Decomposition for Age-Invariant Face Recognition0
Deep Metric Learning with Hierarchical Triplet Loss0
Supervised COSMOS Autoencoder: Learning Beyond the Euclidean Loss!0
A method to Suppress Facial Expression in Posed and Spontaneous Videos0
A Multi-Face Challenging Dataset for Robust Face Recognition0
Face Recognition Based on Sequence of Images0
Fast Geometrically-Perturbed Adversarial FacesCode0
Understanding Fake Faces0
SelfKin: Self Adjusted Deep Model For Kinship Verification0
A Fast and Accurate System for Face Detection, Identification, and Verification0
A proof that deep artificial neural networks overcome the curse of dimensionality in the numerical approximation of Kolmogorov partial differential equations with constant diffusion and nonlinear drift coefficients0
Study and Observation of the Variations of Accuracies for Handwritten Digits Recognition with Various Hidden Layers and Epochs using Convolutional Neural Network0
A Supervised Learning Methodology for Real-Time Disguised Face Recognition in the WildCode0
Two Dimensional Stochastic Configuration Networks for Image Data Analytics0
Disentangled Variational Representation for Heterogeneous Face Recognition0
Consensus-Driven Propagation in Massive Unlabeled Data for Face RecognitionCode0
Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face RecognitionCode0
Remote Photoplethysmography Correspondence Feature for 3D Mask Face Presentation Attack Detection0
Correcting the Triplet Selection Bias for Triplet LossCode0
Generative Adversarial Network with Spatial Attention for Face Attribute EditingCode0
Face Recognition with Contrastive Convolution0
An Improvement of Data Classification Using Random Multimodel Deep Learning (RMDL)Code0
GridFace: Face Rectification via Learning Local Homography Transformations0
An Experimental Evaluation of Covariates Effects on Unconstrained Face Verification0
Pairwise Relational Networks for Face Recognition0
The RoboCup Rescue Victim DatasetCode0
Global Norm-Aware Pooling for Pose-Robust Face Recognition at Low False Positive Rate0
The Devil of Face Recognition is in the NoiseCode0
Deep Sketch-Photo Face Recognition Assisted by Facial Attributes0
Deep Cross Modal Learning for Caricature Verification and Identification(CaVINet)Code0
Comparator Networks0
Live Detection of Face Using Machine Learning with Multi-feature Method0
Multi-view Reconstructive Preserving Embedding for Dimension Reduction0
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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 - QMagFaceFNMR [%] @ 10-3 FMR0.96Unverified
2PIC - MagFaceFNMR [%] @ 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