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 101150 of 360 papers

TitleStatusHype
Deep Heterogeneous Feature Fusion for Template-Based Face Recognition0
Dependency-aware Attention Control for Unconstrained Face Recognition with Image Sets0
Autoencoder Based Face Verification System0
Diffusion-based Adversarial Identity Manipulation for Facial Privacy Protection0
A Machine Learning-Based Secure Face Verification Scheme and Its Applications to Digital Surveillance0
Discriminate-and-Rectify Encoders: Learning from Image Transformation Sets0
Hierarchical-PEP Model for Real-World Face Recognition0
Audio-Visual Kinship Verification0
Distill and De-bias: Mitigating Bias in Face Verification using Knowledge Distillation0
Canonical Face Embeddings0
GesSure- A Robust Face-Authentication enabled Dynamic Gesture Recognition GUI Application0
Dual-Agent GANs for Photorealistic and Identity Preserving Profile Face Synthesis0
Class Interference Regularization0
An Efficient Method for Face Recognition System In Various Assorted Conditions0
A Large-Scale, Time-Synchronized Visible and Thermal Face Dataset0
Audio visual character profiles for detecting background characters in entertainment media0
Generating 2D and 3D Master Faces for Dictionary Attacks with a Network-Assisted Latent Space Evolution0
GH-Feat: Learning Versatile Generative Hierarchical Features from GANs0
Deep Convolutional Decision Jungle for Image Classification0
Explainable Face Verification via Feature-Guided Gradient Backpropagation0
Deep Asymmetric Metric Learning via Rich Relationship Mining0
Combined Learning of Salient Local Descriptors and Distance Metrics for Image Set Face Verification0
Exploring 3D Face Reconstruction and Fusion Methods for Face Verification: A Case-Study in Video Surveillance0
Exponential Discriminative Metric Embedding in Deep Learning0
Attributes for Improved Attributes: A Multi-Task Network for Attribute Classification0
Face Authentication from Grayscale Coded Light Field0
Data Quality in Crowdsourcing and Spamming Behavior Detection0
Attribute-Guided Face Generation Using Conditional CycleGAN0
Accurate and Efficient Similarity Search for Large Scale Face Recognition0
Hierarchical Representation Learning for Kinship Verification0
Crystal Loss and Quality Pooling for Unconstrained Face Verification and Recognition0
Attention Control with Metric Learning Alignment for Image Set-based Recognition0
Cross-Spectral Attention for Unsupervised RGB-IR Face Verification and Person Re-identification0
Cross-Domain Visual Matching via Generalized Similarity Measure and Feature Learning0
Attentional Feature-Pair Relation Networks for Accurate Face Recognition0
Age-Invariant Face Embedding using the Wasserstein Distance0
Cross-Domain Face Verification: Matching ID Document and Self-Portrait Photographs0
Active User Authentication for Smartphones: A Challenge Data Set and Benchmark Results0
Fusing Robust Face Region Descriptors via Multiple Metric Learning for Face Recognition in the Wild0
Face Verification via learning the kernel matrix0
Age Gap Reducer-GAN for Recognizing Age-Separated Faces0
Face Verification Using Kernel Principle Component Analysis0
Face Verification Using Boosted Cross-Image Features0
A Study on the Impact of Face Image Quality on Face Recognition in the Wild0
Found in Translation: semantic approaches for enhancing AI interpretability in face verification0
Cross-Age Face Verification by Coordinating With Cross-Face Age Verification0
A Synthesis-Based Approach for Thermal-to-Visible Face Verification0
Gallery-Aware Uncertainty Estimation For Open-Set Face Recognition0
Facial Landmark Detection with Tweaked Convolutional Neural Networks0
Generalized Attacks on Face Verification Systems0
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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