SOTAVerified

Face Verification

Face Verification is a machine learning task in computer vision that involves determining whether two facial images belong to the same person or not. The task involves extracting features from the facial images, such as the shape and texture of the face, and then using these features to compare and verify the similarity between the images.

( Image credit: Pose-Robust Face Recognition via Deep Residual Equivariant Mapping )

Papers

Showing 301350 of 360 papers

TitleStatusHype
Attributes for Improved Attributes: A Multi-Task Network for Attribute Classification0
Triplet Probabilistic Embedding for Face Verification and ClusteringCode0
Face Recognition Using Deep Multi-Pose Representations0
Do We Really Need to Collect Millions of Faces for Effective Face Recognition?0
Neural Aggregation Network for Video Face Recognition0
Template Adaptation for Face Verification and Identification0
Large age-gap face verification by feature injection in deep networks0
Triplet Similarity Embedding for Face Verification0
Towards the Design of an End-to-End Automated System for Image and Video-based Recognition0
OpenFace: A general-purpose face recognition library with mobile applicationsCode0
Robust Statistical Face Frontalization0
Conditional High-Order Boltzmann Machine: A Supervised Learning Model for Relation Learning0
Conditional Convolutional Neural Network for Modality-Aware Face Recognition0
Selective Encoding for Recognizing Unreliably Localized FacesCode0
Facial Landmark Detection with Tweaked Convolutional Neural Networks0
A Light CNN for Deep Face Representation with Noisy LabelsCode0
Personalized Age Progression with Aging Dictionary0
Deep Trans-layer Unsupervised Networks for Representation Learning0
Unconstrained Face Verification using Deep CNN Features0
Face Search at Scale: 80 Million Gallery0
Targeting Ultimate Accuracy: Face Recognition via Deep Embedding0
Leveraging the Power of Gabor Phase for Face Identification: A Block Matching Approach0
Hierarchical-PEP Model for Real-World Face Recognition0
Cross-Age Face Verification by Coordinating With Cross-Face Age Verification0
Deep Transfer Metric Learning0
Learning Deep Representations for Ground-to-Aerial Geolocalization0
FaceNet: A Unified Embedding for Face Recognition and ClusteringCode1
DeepID3: Face Recognition with Very Deep Neural NetworksCode0
Iterated Support Vector Machines for Distance Metric Learning0
Deep Face Recognition0
A framework for improving the performance of verification algorithms with a low false positive rate requirement and limited training data0
DeepFace: Closing the Gap to Human-Level Performance in Face VerificationCode0
Local Inter-Session Variability Modelling for Object Classification0
Deep Learning Face Representation by Joint Identification-VerificationCode0
Deep Learning Face Representation from Predicting 10,000 Classes0
A Compact and Discriminative Face Track Descriptor0
Fantope Regularization in Metric Learning0
Discriminative Deep Metric Learning for Face Verification in the Wild0
Surpassing Human-Level Face Verification Performance on LFW with GaussianFace0
Recover Canonical-View Faces in the Wild with Deep Neural Networks0
PCANet: A Simple Deep Learning Baseline for Image Classification?Code0
An Efficient Method for Face Recognition System In Various Assorted Conditions0
Multi-Directional Multi-Level Dual-Cross Patterns for Robust Face RecognitionCode0
Deep Learning Face Representation from Predicting 10,000 ClassesCode0
Learning invariant representations and applications to face verification0
Face Verification System based on Integral Normalized Gradient Image(INGI)0
Face Verification Using Kernel Principle Component Analysis0
Face Verification Using Boosted Cross-Image Features0
POOF: Part-Based One-vs.-One Features for Fine-Grained Categorization, Face Verification, and Attribute Estimation0
Fusing Robust Face Region Descriptors via Multiple Metric Learning for Face Recognition in the Wild0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1WebFace42M baselineTAR @ FAR=1e-497.7Unverified
2AdaFace (WebFace4M)TAR @ FAR=1e-497.39Unverified
3FFCTAR @ FAR=1e-497.31Unverified
4CAFace+AdaFace (WebFace4M)TAR @ FAR=1e-497.3Unverified
5Partial FCTAR @ FAR=1e-597.23Unverified
6AdaFace (MS1MV3)TAR @ FAR=1e-497.09Unverified
7PartialFCTAR @ FAR=1e-596.93Unverified
8AdaFace (MS1MV2)TAR @ FAR=1e-496.89Unverified
9ElasticFace-CosTAR @ FAR=1e-496.57Unverified
10Arc+UNPGTAR @ FAR=1e-496.33Unverified
#ModelMetricClaimedVerifiedStatus
1Dual-Agent GANsTAR @ FAR=0.0197.6Unverified
2PFEfuse + matchTAR @ FAR=0.0197.5Unverified
3SE-GV-4-g1TAR @ FAR=0.0197.2Unverified
4L2-constrained softmax lossTAR @ FAR=0.0197Unverified
5VGGFace2_ftTAR @ FAR=0.0196.8Unverified
6StyleFNMTAR @ FAR=0.0194.6Unverified
7Deep Residual Equivariant MappingTAR @ FAR=0.0194.4Unverified
8NANTAR @ FAR=0.0194.1Unverified
9Template adaptationTAR @ FAR=0.0193.9Unverified
10All-in-one CNNTAR @ FAR=0.0192.2Unverified
#ModelMetricClaimedVerifiedStatus
1QMagFaceTAR @ FAR=0.0197.72Unverified
2Arc+UNPGTAR @ FAR=0.0197.7Unverified
3Mag+UNPGTAR @ FAR=0.0197.63Unverified
4Cos+UNPGTAR @ FAR=0.0197.36Unverified
5CAFace+AdaFace (WebFace4M)TAR @ FAR=0.00196.91Unverified
6PartialFC(WebFace42M)TAR@FAR=0.000196.71Unverified
7FPNTAR @ FAR=0.0196.5Unverified
8SE-GV-3-g2TAR @ FAR=0.0196.4Unverified
9AdaFace (WebFace4M)TAR@FAR=0.000196.03Unverified
10AdaFace (MS1MV3)TAR@FAR=0.000195.84Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy98.95Unverified
2ElasticFace-ArcAccuracy98.81Unverified
3GhostFaceNetV2-1Accuracy98.72Unverified
4ArcFace + MS1MV2 + R100 + RAccuracy98.48Unverified
5DiscFaceAccuracy97.44Unverified
6Dynamic AdaCosAccuracy97.41Unverified
7SV-AM-SoftmaxAccuracy97.38Unverified
8CosFaceAccuracy96.65Unverified
9PFEfuse + matchAccuracy92.51Unverified
10SphereFace (3-patch ensemble)Accuracy89.14Unverified
#ModelMetricClaimedVerifiedStatus
1SeqFace, 1 ResNet-64Accuracy98.12Unverified
2ArcFace + MS1MV2 + R100,Accuracy98.02Unverified
3CosFaceAccuracy97.6Unverified
4VGG-FaceAccuracy97.4Unverified
5PFEfuse+matchAccuracy97.36Unverified
6QANAccuracy96.17Unverified
7Light CNN-29Accuracy95.54Unverified
8Git LossAccuracy95.3Unverified
9FaceNetAccuracy95.12Unverified
10SphereFaceAccuracy95Unverified
#ModelMetricClaimedVerifiedStatus
1ProxyFusion (Adaface)TAR @ FAR=0.010.69Unverified
2CoNAN (Adaface)TAR @ FAR=0.010.56Unverified
3NAN (Adaface)TAR @ FAR=0.010.54Unverified
4MCN (Adaface)TAR @ FAR=0.010.54Unverified
5CAFace (Adaface)TAR @ FAR=0.010.51Unverified
6MCN (Arcface)TAR @ FAR=0.010.39Unverified
7NAN (Arcface)TAR @ FAR=0.010.39Unverified
#ModelMetricClaimedVerifiedStatus
1ArcFace + MS1MV2 + R100,Accuracy99.83Unverified
2FaceNetAccuracy99.63Unverified
3DlibAccuracy99.38Unverified
4VGG-FaceAccuracy98.78Unverified
5DeepFaceAccuracy98.37Unverified
6DeepIDAccuracy97.05Unverified
7OpenFaceAccuracy92.92Unverified
#ModelMetricClaimedVerifiedStatus
1SV-AM-SoftmaxAccuracy72.71Unverified
2AM-SoftmaxAccuracy61.61Unverified
3Arc-SoftmaxAccuracy57.45Unverified
4A-SoftmaxAccuracy43.76Unverified
5F-SoftmaxAccuracy37.14Unverified
6HM-SoftmaxAccuracy34.46Unverified
#ModelMetricClaimedVerifiedStatus
1PartialFC(R200)Accuracy0.99Unverified
2GhostFaceNetV2-1Accuracy0.99Unverified
3DiscFaceAccuracy0.98Unverified
4VarGFaceNetAccuracy0.98Unverified
5VarGNetAccuracy0.97Unverified
#ModelMetricClaimedVerifiedStatus
1PartialFC (R200)Accuracy1Unverified
2QMagFaceAccuracy0.99Unverified
3VarGFaceNetAccuracy0.99Unverified
4VarGNetAccuracy0.9Unverified
5QMagFaceAccuracy0.84Unverified
#ModelMetricClaimedVerifiedStatus
1LightCNN-29 + DVGTAR @ FAR=0.00197.3Unverified
2DVR Wu et al. (2019)TAR @ FAR=0.00196.9Unverified
3W-CNN He et al. (2018)TAR @ FAR=0.00191.9Unverified
#ModelMetricClaimedVerifiedStatus
1LightCNN-29 + DVGTAR @ FAR=0.00199.8Unverified
2DVR Wu et al. (2019)TAR @ FAR=0.00199.6Unverified
3W-CNN He et al. (2018)TAR @ FAR=0.00198.4Unverified
#ModelMetricClaimedVerifiedStatus
1ArcFaceR50 + EM-FRRBFAR33.65Unverified
2ArcFaceR50 + EM-CBFAR2.44Unverified
3ArcFaceR50 + EM-FARBFAR2.11Unverified
#ModelMetricClaimedVerifiedStatus
1LightCNN-29 + DVGTAR @ FAR=0.00192.9Unverified
2DVR Wu et al. (2019)TAR @ FAR=0.00184.9Unverified
3W-CNN He et al. (2018)TAR @ FAR=0.00154.6Unverified
#ModelMetricClaimedVerifiedStatus
1DiscFaceAccuracy96.15Unverified
2SFaceAccuracy93.95Unverified
#ModelMetricClaimedVerifiedStatus
1DiscFaceAccuracy93.37Unverified
2SFaceAccuracy91.05Unverified
#ModelMetricClaimedVerifiedStatus
1AdaFace+CSFMRank-1 (Video2Booking)72.65Unverified
2ArcFace+CSFMRank-1 (Video2Booking)65.95Unverified
#ModelMetricClaimedVerifiedStatus
1SphereFaceAccuracy93.8Unverified
#ModelMetricClaimedVerifiedStatus
1LightCNN-29 + DVGTAR @ FAR=0.0197.86Unverified
#ModelMetricClaimedVerifiedStatus
1DeepId2+Accuracy96.5Unverified
#ModelMetricClaimedVerifiedStatus
1DiscFaceTAR @ FAR=0.135.9Unverified