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 2151–2200 of 2329 papers

TitleStatusHype
Exploiting Semantics for Face Image Deblurring—0
Deep Sketch-Photo Face Recognition Assisted by Facial Attributes—0
Deep Sparse Band Selection for Hyperspectral Face Recognition—0
Deep Tiny Network for Recognition-Oriented Face Image Quality Assessment—0
Deep Transfer Across Domains for Face Anti-spoofing—0
DeepVisage: Making face recognition simple yet with powerful generalization skills—0
Deep Visual Domain Adaptation: A Survey—0
DemogPairs: Quantifying the Impact of Demographic Imbalance in Deep Face Recognition—0
Demographic Bias in Biometrics: A Survey on an Emerging Challenge—0
Impact of Blur and Resolution on Demographic Disparities in 1-to-Many Facial Identification—0
Demographic Fairness in Face Identification: The Watchlist Imbalance Effect—0
Dense 3D Face Correspondence—0
Dependency-aware Attention Control for Unconstrained Face Recognition with Image Sets—0
Depth Map Denoising Network and Lightweight Fusion Network for Enhanced 3D Face Recognition—0
Design and implementation of image processing system for Lumen social robot-humanoid as an exhibition guide for Electrical Engineering Days 2015—0
Design of a Mobile Face Recognition System for Visually Impaired Persons—0
Designs and Implementations in Neural Network-based Video Coding—0
Detecting Localized Adversarial Examples: A Generic Approach using Critical Region Analysis—0
Detection and Analysis of Content Creator Collaborations in YouTube Videos using Face- and Speaker-Recognition—0
Detection Booster Training: A detection booster training method for improving the accuracy of classifiers.—0
Detection of Makeup Presentation Attacks based on Deep Face Representations—0
Detection of Morphed Face Images Using Discriminative Wavelet Sub-bands—0
Detection under Privileged Information—0
Determination of the most representative descriptor among a set of feature vectors for the same object—0
Deviance Matrix Factorization—0
Device-aware Optical Adversarial Attack for a Portable Projector-camera System—0
Dictionary Learning and Sparse Coding on Grassmann Manifolds: An Extrinsic Solution—0
DiFace: Cross-Modal Face Recognition through Controlled Diffusion—0
Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method—0
Differential Anomaly Detection for Facial Images—0
Differentially Private Imaging via Latent Space Manipulation—0
Differential Morph Face Detection using Discriminative Wavelet Sub-bands—0
Differential Newborn Face Morphing Attack Detection using Wavelet Scatter Network—0
Differential Privacy Mechanisms in Neural Tangent Kernel Regression—0
Diffusion-based Adversarial Identity Manipulation for Facial Privacy Protection—0
DiffUMI: Training-Free Universal Model Inversion via Unconditional Diffusion for Face Recognition—0
Digi2Real: Bridging the Realism Gap in Synthetic Data Face Recognition via Foundation Models—0
Digital and Physical Face Attacks: Reviewing and One Step Further—0
Discerning the Chaos: Detecting Adversarial Perturbations while Disentangling Intentional from Unintentional Noises—0
DiscFace: Minimum Discrepancy Learning for Deep Face Recognition—0
Discriminability Distillation in Group Representation Learning—0
Discriminant Analysis on Riemannian Manifold of Gaussian Distributions for Face Recognition With Image Sets—0
Discriminant Patch Representation for RGB-D Face Recognition Using Convolutional Neural Networks—0
Discriminative Covariance Oriented Representation Learning for Face Recognition With Image Sets—0
Discriminative Deep Feature Visualization for Explainable Face Recognition—0
Discriminative extended canonical correlation analysis for pattern set matching—0
Discriminative Invariant Kernel Features: A Bells-and-Whistles-Free Approach to Unsupervised Face Recognition and Pose Estimation—0
Discriminative k-means clustering—0
Discriminative Local Sparse Representations for Robust Face Recognition—0
Discriminatively Learned Convex Models for Set Based Face Recognition—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 - MagFaceFNMR [%] @ 10-3 FMR0.96—Unverified
2PIC - QMagFaceFNMR [%] @ 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