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 201250 of 360 papers

TitleStatusHype
Face Detection in Repeated Settings0
Occlusion-guided compact template learning for ensemble deep network-based pose-invariant face recognition0
On measuring the iconicity of a face0
FaceLiveNet+: A Holistic Networks For Face Authentication Based On Dynamic Multi-task Convolutional Neural Networks0
Deep learning and face recognition: the state of the art0
Striking the Right Balance with Uncertainty0
Polarimetric Thermal to Visible Face Verification via Attribute Preserved Synthesis0
Learning based Facial Image Compression with Semantic Fidelity Metric0
Synthesis of High-Quality Visible Faces from Polarimetric Thermal Faces using Generative Adversarial Networks0
Racial Faces in-the-Wild: Reducing Racial Bias by Information Maximization Adaptation NetworkCode1
Classification is a Strong Baseline for Deep Metric LearningCode0
Virtual Class Enhanced Discriminative Embedding LearningCode0
Automatic Face Aging in Videos via Deep Reinforcement Learning0
Saliency Supervision: An Intuitive and Effective Approach for Pain Intensity Regression0
Face Verification and Forgery Detection for Ophthalmic Surgery Images0
Pairwise Relational Networks using Local Appearance Features for Face Recognition0
Neural Generative Models for 3D Faces with Application in 3D Texture Free Face Recognition0
GhostVLAD for set-based face recognitionCode0
Understanding Fake Faces0
Global and Local Consistent Wavelet-domain Age Synthesis0
Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face RecognitionCode0
Face Recognition with Contrastive Convolution0
An Experimental Evaluation of Covariates Effects on Unconstrained Face Verification0
Pairwise Relational Networks for Face Recognition0
Deep Sketch-Photo Face Recognition Assisted by Facial Attributes0
Deep Cross Modal Learning for Caricature Verification and Identification(CaVINet)Code0
Multicolumn Networks for Face RecognitionCode0
Git Loss for Deep Face RecognitionCode0
SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face HallucinationCode0
Accurate and Efficient Similarity Search for Large Scale Face Recognition0
Learning to Generate Facial Depth Maps0
Hierarchical Representation Learning for Kinship Verification0
Long-term face tracking in the wild using deep learning0
Siamese Capsule Networks0
DisguiseNet : A Contrastive Approach for Disguised Face Verification in the WildCode1
Deep Face Recognition: A SurveyCode0
Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable ModelCode0
Crystal Loss and Quality Pooling for Unconstrained Face Verification and Recognition0
Transferring Rich Deep Features for Facial Beauty PredictionCode0
SeqFace: Make full use of sequence information for face recognitionCode0
Motion deblurring of faces0
Exponential Discriminative Metric Embedding in Deep Learning0
Pose-Robust Face Recognition via Deep Residual Equivariant MappingCode0
Ring loss: Convex Feature Normalization for Face Recognition0
Face Aging with Contextual Generative Adversarial Nets0
CosFace: Large Margin Cosine Loss for Deep Face RecognitionCode1
ArcFace: Additive Angular Margin Loss for Deep Face RecognitionCode1
Additive Margin Softmax for Face VerificationCode1
Face Flashing: a Secure Liveness Detection Protocol based on Light ReflectionsCode0
Improving Network Robustness against Adversarial Attacks with Compact Convolution0
Show:102550
← PrevPage 5 of 8Next →

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