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 1701–1750 of 2329 papers

TitleStatusHype
WSD: Wild Selfie Dataset for Face Recognition in Selfie Images—0
X2-Softmax: Margin Adaptive Loss Function for Face Recognition—0
XNN: Paradigm Shift in Mitigating Identity Leakage within Cloud-Enabled Deep Learning—0
Stacked Progressive Auto-Encoders (SPAE) for Face Recognition Across Poses—0
Tensor Sparse PCA and Face Recognition: A Novel Approach—0
Co-regularized Multi-view Sparse Reconstruction Embedding for Dimension Reduction—0
Adversarial Image Translation: Unrestricted Adversarial Examples in Face Recognition Systems—0
Grand Challenge of 106-Point Facial Landmark Localization—0
Deep Face Recognition Model Compression via Knowledge Transfer and Distillation—0
Non-negative Sparse and Collaborative Representation for Pattern Classification—0
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology—0
RDP: Ranked Differential Privacy for Facial Feature Protection in Multiscale Sparsified Subspace—0
CLIP4Sketch: Enhancing Sketch to Mugshot Matching through Dataset Augmentation using Diffusion Models—0
Model Hijacking Attack in Federated Learning—0
HyperSpaceX: Radial and Angular Exploration of HyperSpherical Dimensions—0
2D Face Recognition System Based on Selected Gabor Filters and Linear Discriminant Analysis LDA—0
2DR1-PCA and 2DL1-PCA: two variant 2DPCA algorithms based on none L2 norm—0
3D-Aided Data Augmentation for Robust Face Understanding—0
3D-aided Face Recognition Robust to Expression and Pose Variations—0
3D-Aware Adversarial Makeup Generation for Facial Privacy Protection—0
3D Face Anti-spoofing with Factorized Bilinear Coding—0
3D Face Mask Presentation Attack Detection Based on Intrinsic Image Analysis—0
3D Face Morphing Attack Generation using Non-Rigid Registration—0
3D Face Recognition: A Survey—0
3D Face Recognition using Significant Point based SULD Descriptor—0
3D Face Recognition with Sparse Spherical Representations—0
3D Face Reconstruction: the Road to Forensics—0
3D Facial Matching by Spiral Convolutional Metric Learning and a Biometric Fusion-Net of Demographic Properties—0
3D High-Fidelity Mask Face Presentation Attack Detection Challenge—0
3D human tongue reconstruction from single "in-the-wild" images—0
50 Years of Automated Face Recognition—0
92c/MFlops/s, Ultra-Large-Scale Neural-Network Training on a PIII Cluster—0
A 3D Face Modelling Approach for Pose-Invariant Face Recognition in a Human-Robot Environment—0
AAFACE: Attribute-aware Attentional Network for Face Recognition—0
A Bidirectional Conversion Network for Cross-Spectral Face Recognition—0
Accelerated Training for Massive Classification via Dynamic Class Selection—0
Accelerated Variance Reduced Stochastic Extragradient Method for Sparse Machine Learning Problems—0
Accuracy comparison across face recognition algorithms: Where are we on measuring race bias?—0
Accurate and Efficient Similarity Search for Large Scale Face Recognition—0
A Closer Look at Geometric Temporal Dynamics for Face Anti-Spoofing—0
A Cluster-Matching-Based Method for Video Face Recognition—0
A Compact and Discriminative Face Track Descriptor—0
A Comparative Analysis of the Face Recognition Methods in Video Surveillance Scenarios—0
A Comparative Study of Human thermal face recognition based on Haar wavelet transform (HWT) and Local Binary Pattern (LBP)—0
A Comparative Study of Image-to-Image Translation Using GANs for Synthetic Child Race Data—0
A comparative study on face recognition techniques and neural network—0
A Compared Study Between Some Subspace Based Algorithms—0
A comparison of different atmospheric turbulence simulation methods for image restoration—0
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness—0
A Comparison of Human and Machine Learning Errors in 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 - 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