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 251300 of 360 papers

TitleStatusHype
On measuring the iconicity of a face0
On Robust Face Recognition via Sparse Encoding: the Good, the Bad, and the Ugly0
On the Applicability of Synthetic Data for Face Recognition0
Towards Visual Saliency Explanations of Face Verification0
OPML: A One-Pass Closed-Form Solution for Online Metric Learning0
Organizing Multimedia Data in Video Surveillance Systems Based on Face Verification with Convolutional Neural Networks0
Pairwise Relational Networks for Face Recognition0
Pairwise Relational Networks using Local Appearance Features for Face Recognition0
Towards Gender-Neutral Face Descriptors for Mitigating Bias in Face Recognition0
Training face verification models from generated face identity data0
Personalized Age Progression with Aging Dictionary0
Personalized Age Progression with Bi-level Aging Dictionary Learning0
A Master Key Backdoor for Universal Impersonation Attack against DNN-based Face Verification0
Polarimetric Thermal to Visible Face Verification via Attribute Preserved Synthesis0
Polarimetric Thermal to Visible Face Verification via Self-Attention Guided Synthesis0
POOF: Part-Based One-vs.-One Features for Fine-Grained Categorization, Face Verification, and Attribute Estimation0
A Machine Learning-Based Secure Face Verification Scheme and Its Applications to Digital Surveillance0
V-MAD: Video-based Morphing Attack Detection in Operational Scenarios0
von Mises-Fisher Mixture Model-based Deep learning: Application to Face Verification0
A Large-Scale, Time-Synchronized Visible and Thermal Face Dataset0
Probabilistic Elastic Matching for Pose Variant Face Verification0
Age-Invariant Face Embedding using the Wasserstein Distance0
Triplet Similarity Embedding for Face Verification0
Unconstrained Face Detection and Open-Set Face Recognition Challenge0
Unconstrained Face Verification using Deep CNN Features0
Age Gap Reducer-GAN for Recognizing Age-Separated Faces0
Unconstrained Still/Video-Based Face Verification with Deep Convolutional Neural Networks0
Query-Efficient Decision-based Black-Box Patch Attack0
Racial Bias within Face Recognition: A Survey0
A framework for improving the performance of verification algorithms with a low false positive rate requirement and limited training data0
A Deep Image Compression Framework for Face Recognition0
Recover Canonical-View Faces in the Wild with Deep Neural Networks0
Rectifying the Data Bias in Knowledge Distillation0
Recurrent Face Aging0
ReFace: Real-time Adversarial Attacks on Face Recognition Systems0
Understanding Fake Faces0
Accurate and Efficient Similarity Search for Large Scale Face Recognition0
Ring loss: Convex Feature Normalization for Face Recognition0
Exploring the Interchangeability of CNN Embedding Spaces0
CoNAN: Conditional Neural Aggregation Network For Unconstrained Face Feature Fusion0
Conditional Convolutional Neural Network for Modality-Aware Face Recognition0
Conditional High-Order Boltzmann Machine: A Supervised Learning Model for Relation Learning0
Unifying Specialist Image Embedding into Universal Image Embedding0
Contraction Mapping of Feature Norms for Classifier Learning on the Data with Different Quality0
Combined Learning of Salient Local Descriptors and Distance Metrics for Image Set Face Verification0
ClusterFace: Joint Clustering and Classification for Set-Based Face Recognition0
Cosmetic-Aware Makeup Cleanser0
Robust Statistical Face Frontalization0
Cross-Age Face Verification by Coordinating With Cross-Face Age Verification0
Saliency Supervision: An Intuitive and Effective Approach for Pain Intensity Regression0
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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