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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–100 of 360 papers

Title	Date	Tasks	Status	Hype
Analysis and evaluation of Deep Learning based Super-Resolution algorithms to improve performance in Low-Resolution Face Recognition	Jan 19, 2021	Face RecognitionFace Verification	CodeCode Available	1
BroadFace: Looking at Tens of Thousands of People at Once for Face Recognition	Aug 15, 2020	Face IdentificationFace Recognition	CodeCode Available	1
Additive Margin Softmax for Face Verification	Jan 17, 2018	Face VerificationMetric Learning	CodeCode Available	1
It's All in the Head: Representation Knowledge Distillation through Classifier Sharing	Jan 18, 2022	AllClassification	CodeCode Available	1
Circle Loss: A Unified Perspective of Pair Similarity Optimization	Feb 25, 2020	Face RecognitionFace Verification	CodeCode Available	1
AdaCos: Adaptively Scaling Cosine Logits for Effectively Learning Deep Face Representations	May 1, 2019	Face RecognitionFace Verification	CodeCode Available	1
An Overview of Two Age Synthesis and Estimation Techniques	Jan 26, 2020	Age EstimationFace Verification	—Unverified	0
Combined Learning of Salient Local Descriptors and Distance Metrics for Image Set Face Verification	Mar 12, 2013	Face RecognitionFace Verification	—Unverified	0
ClusterFace: Joint Clustering and Classification for Set-Based Face Recognition	Nov 26, 2020	ClassificationClustering	—Unverified	0
An Experimental Evaluation of Covariates Effects on Unconstrained Face Verification	Aug 16, 2018	Face RecognitionFace Verification	—Unverified	0
Exploring the Interchangeability of CNN Embedding Spaces	Oct 5, 2020	ClassificationFace Recognition	—Unverified	0
A Deep Image Compression Framework for Face Recognition	Jul 3, 2019	Face RecognitionFace Verification	—Unverified	0
Class Interference Regularization	Sep 4, 2020	Face VerificationFew-Shot Learning	—Unverified	0
An Efficient Method for Face Recognition System In Various Assorted Conditions	Mar 4, 2014	Face RecognitionFace Verification	—Unverified	0
A Deep Dive into Dataset Imbalance and Bias in Face Identification	Mar 15, 2022	Face IdentificationFace Recognition	—Unverified	0
A Compact and Discriminative Face Track Descriptor	Jun 1, 2014	BinarizationDimensionality Reduction	—Unverified	0
Canonical Face Embeddings	Jun 15, 2021	Face Verification	—Unverified	0
Can GAN-induced Attribute Manipulations Impact Face Recognition?	Sep 7, 2022	AttributeFace Recognition	—Unverified	0
Bridging Human Concepts and Computer Vision for Explainable Face Verification	Jan 30, 2024	Decision MakingExplainable artificial intelligence	—Unverified	0
An Efficient Color Face Verification Based on 2-Directional 2-Dimensional Feature Extraction	Sep 20, 2012	Decision MakingFace Verification	—Unverified	0
Boosting Cross-Quality Face Verification using Blind Face Restoration	Aug 15, 2023	Blind Face RestorationFace Recognition	—Unverified	0
An information-theoretic learning model based on importance sampling	Feb 9, 2023	Face Verification	—Unverified	0
Blessing of Dimensionality: High-Dimensional Feature and Its Efficient Compression for Face Verification	Jun 1, 2013	Age-Invariant Face RecognitionFace Recognition	—Unverified	0
BioMetricNet: deep unconstrained face verification through learning of metrics regularized onto Gaussian distributions	Aug 13, 2020	Face Verification	—Unverified	0
Towards Gender-Neutral Face Descriptors for Mitigating Bias in Face Recognition	Jun 14, 2020	AttributeFace Recognition	—Unverified	0
50 Years of Automated Face Recognition	May 30, 2025	Face RecognitionFace Verification	—Unverified	0
3D-Aware Adversarial Makeup Generation for Facial Privacy Protection	Jun 26, 2023	Face RecognitionFace Verification	—Unverified	0
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models	Dec 22, 2024	Adversarial AttackFace Recognition	—Unverified	0
Dual-Agent GANs for Photorealistic and Identity Preserving Profile Face Synthesis	Dec 1, 2017	Face GenerationFace Model	—Unverified	0
Benchmarking Foundation Models for Zero-Shot Biometric Tasks	May 30, 2025	AttributeBenchmarking	—Unverified	0
A Master Key Backdoor for Universal Impersonation Attack against DNN-based Face Verification	May 1, 2021	Backdoor AttackFace Verification	—Unverified	0
Automatic Face Aging in Videos via Deep Reinforcement Learning	Nov 27, 2018	Deep Reinforcement LearningFace Verification	—Unverified	0
Autoencoder Based Face Verification System	Dec 21, 2023	Face RecognitionFace Verification	—Unverified	0
A Machine Learning-Based Secure Face Verification Scheme and Its Applications to Digital Surveillance	Oct 29, 2024	Face Verification	—Unverified	0
Efficient Verification-Based Face Identification	Dec 20, 2023	Face IdentificationFace Verification	—Unverified	0
Discriminate-and-Rectify Encoders: Learning from Image Transformation Sets	Mar 14, 2017	Face VerificationObject Recognition	—Unverified	0
Audio-Visual Kinship Verification	Jun 24, 2019	Face VerificationKinship Verification	—Unverified	0
Deep Heterogeneous Feature Fusion for Template-Based Face Recognition	Feb 15, 2017	Face RecognitionFace Verification	—Unverified	0
Deep learning and face recognition: the state of the art	Feb 10, 2019	Deep LearningFace Recognition	—Unverified	0
Deep Learning Based Face Recognition Method using Siamese Network	Dec 21, 2023	Binary ClassificationDeep Learning	—Unverified	0
Discriminative Deep Metric Learning for Face Verification in the Wild	Jun 1, 2014	Face VerificationMetric Learning	—Unverified	0
Deep Learning Face Representation from Predicting 10,000 Classes	Jun 1, 2014	Deep LearningFace Identification	—Unverified	0
FairCal: Fairness Calibration for Face Verification	Jun 7, 2021	AttributeFace Recognition	—Unverified	0
Do We Really Need to Collect Millions of Faces for Effective Face Recognition?	Mar 23, 2016	Face RecognitionFace Verification	—Unverified	0
Deep multi-frame face super-resolution	Sep 10, 2017	Face RecognitionFace Verification	—Unverified	0
A Large-Scale, Time-Synchronized Visible and Thermal Face Dataset	Jan 7, 2021	Face Verification	—Unverified	0
Deep Sketch-Photo Face Recognition Assisted by Facial Attributes	Jul 31, 2018	AttributeFace Recognition	—Unverified	0
Deep Transfer Metric Learning	Jun 1, 2015	Face VerificationMetric Learning	—Unverified	0
Deep Trans-layer Unsupervised Networks for Representation Learning	Sep 27, 2015	Face VerificationObject Recognition	—Unverified	0
Audio visual character profiles for detecting background characters in entertainment media	Mar 21, 2022	Active Speaker LocalizationFace Verification	—Unverified	0

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All datasets IJB-C IJB-A IJB-B MegaFace YouTube Faces DB BTS3.1 Labeled Faces in the Wild Trillion Pairs Dataset AgeDB-30 CFP-FP BUAA-VisNir CASIA NIR-VIS 2.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	WebFace42M baseline	TAR @ FAR=1e-4	97.7	—	Unverified
2	AdaFace (WebFace4M)	TAR @ FAR=1e-4	97.39	—	Unverified
3	FFC	TAR @ FAR=1e-4	97.31	—	Unverified
4	CAFace+AdaFace (WebFace4M)	TAR @ FAR=1e-4	97.3	—	Unverified
5	Partial FC	TAR @ FAR=1e-5	97.23	—	Unverified
6	AdaFace (MS1MV3)	TAR @ FAR=1e-4	97.09	—	Unverified
7	PartialFC	TAR @ FAR=1e-5	96.93	—	Unverified
8	AdaFace (MS1MV2)	TAR @ FAR=1e-4	96.89	—	Unverified
9	ElasticFace-Cos	TAR @ FAR=1e-4	96.57	—	Unverified
10	Arc+UNPG	TAR @ FAR=1e-4	96.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Dual-Agent GANs	TAR @ FAR=0.01	97.6	—	Unverified
2	PFEfuse + match	TAR @ FAR=0.01	97.5	—	Unverified
3	SE-GV-4-g1	TAR @ FAR=0.01	97.2	—	Unverified
4	L2-constrained softmax loss	TAR @ FAR=0.01	97	—	Unverified
5	VGGFace2_ft	TAR @ FAR=0.01	96.8	—	Unverified
6	StyleFNM	TAR @ FAR=0.01	94.6	—	Unverified
7	Deep Residual Equivariant Mapping	TAR @ FAR=0.01	94.4	—	Unverified
8	NAN	TAR @ FAR=0.01	94.1	—	Unverified
9	Template adaptation	TAR @ FAR=0.01	93.9	—	Unverified
10	All-in-one CNN	TAR @ FAR=0.01	92.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	QMagFace	TAR @ FAR=0.01	97.72	—	Unverified
2	Arc+UNPG	TAR @ FAR=0.01	97.7	—	Unverified
3	Mag+UNPG	TAR @ FAR=0.01	97.63	—	Unverified
4	Cos+UNPG	TAR @ FAR=0.01	97.36	—	Unverified
5	CAFace+AdaFace (WebFace4M)	TAR @ FAR=0.001	96.91	—	Unverified
6	PartialFC(WebFace42M)	TAR@FAR=0.0001	96.71	—	Unverified
7	FPN	TAR @ FAR=0.01	96.5	—	Unverified
8	SE-GV-3-g2	TAR @ FAR=0.01	96.4	—	Unverified
9	AdaFace (WebFace4M)	TAR@FAR=0.0001	96.03	—	Unverified
10	AdaFace (MS1MV3)	TAR@FAR=0.0001	95.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Prodpoly	Accuracy	98.95	—	Unverified
2	ElasticFace-Arc	Accuracy	98.81	—	Unverified
3	GhostFaceNetV2-1	Accuracy	98.72	—	Unverified
4	ArcFace + MS1MV2 + R100 + R	Accuracy	98.48	—	Unverified
5	DiscFace	Accuracy	97.44	—	Unverified
6	Dynamic AdaCos	Accuracy	97.41	—	Unverified
7	SV-AM-Softmax	Accuracy	97.38	—	Unverified
8	CosFace	Accuracy	96.65	—	Unverified
9	PFEfuse + match	Accuracy	92.51	—	Unverified
10	SphereFace (3-patch ensemble)	Accuracy	89.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SeqFace, 1 ResNet-64	Accuracy	98.12	—	Unverified
2	ArcFace + MS1MV2 + R100,	Accuracy	98.02	—	Unverified
3	CosFace	Accuracy	97.6	—	Unverified
4	VGG-Face	Accuracy	97.4	—	Unverified
5	PFEfuse+match	Accuracy	97.36	—	Unverified
6	QAN	Accuracy	96.17	—	Unverified
7	Light CNN-29	Accuracy	95.54	—	Unverified
8	Git Loss	Accuracy	95.3	—	Unverified
9	FaceNet	Accuracy	95.12	—	Unverified
10	SphereFace	Accuracy	95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ProxyFusion (Adaface)	TAR @ FAR=0.01	0.69	—	Unverified
2	CoNAN (Adaface)	TAR @ FAR=0.01	0.56	—	Unverified
3	NAN (Adaface)	TAR @ FAR=0.01	0.54	—	Unverified
4	MCN (Adaface)	TAR @ FAR=0.01	0.54	—	Unverified
5	CAFace (Adaface)	TAR @ FAR=0.01	0.51	—	Unverified
6	MCN (Arcface)	TAR @ FAR=0.01	0.39	—	Unverified
7	NAN (Arcface)	TAR @ FAR=0.01	0.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ArcFace + MS1MV2 + R100,	Accuracy	99.83	—	Unverified
2	FaceNet	Accuracy	99.63	—	Unverified
3	Dlib	Accuracy	99.38	—	Unverified
4	VGG-Face	Accuracy	98.78	—	Unverified
5	DeepFace	Accuracy	98.37	—	Unverified
6	DeepID	Accuracy	97.05	—	Unverified
7	OpenFace	Accuracy	92.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SV-AM-Softmax	Accuracy	72.71	—	Unverified
2	AM-Softmax	Accuracy	61.61	—	Unverified
3	Arc-Softmax	Accuracy	57.45	—	Unverified
4	A-Softmax	Accuracy	43.76	—	Unverified
5	F-Softmax	Accuracy	37.14	—	Unverified
6	HM-Softmax	Accuracy	34.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PartialFC(R200)	Accuracy	0.99	—	Unverified
2	GhostFaceNetV2-1	Accuracy	0.99	—	Unverified
3	DiscFace	Accuracy	0.98	—	Unverified
4	VarGFaceNet	Accuracy	0.98	—	Unverified
5	VarGNet	Accuracy	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PartialFC (R200)	Accuracy	1	—	Unverified
2	QMagFace	Accuracy	0.99	—	Unverified
3	VarGFaceNet	Accuracy	0.99	—	Unverified
4	VarGNet	Accuracy	0.9	—	Unverified
5	QMagFace	Accuracy	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LightCNN-29 + DVG	TAR @ FAR=0.001	97.3	—	Unverified
2	DVR Wu et al. (2019)	TAR @ FAR=0.001	96.9	—	Unverified
3	W-CNN He et al. (2018)	TAR @ FAR=0.001	91.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LightCNN-29 + DVG	TAR @ FAR=0.001	99.8	—	Unverified
2	DVR Wu et al. (2019)	TAR @ FAR=0.001	99.6	—	Unverified
3	W-CNN He et al. (2018)	TAR @ FAR=0.001	98.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ArcFaceR50 + EM-FRR	BFAR	33.65	—	Unverified
2	ArcFaceR50 + EM-C	BFAR	2.44	—	Unverified
3	ArcFaceR50 + EM-FAR	BFAR	2.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LightCNN-29 + DVG	TAR @ FAR=0.001	92.9	—	Unverified
2	DVR Wu et al. (2019)	TAR @ FAR=0.001	84.9	—	Unverified
3	W-CNN He et al. (2018)	TAR @ FAR=0.001	54.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DiscFace	Accuracy	96.15	—	Unverified
2	SFace	Accuracy	93.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DiscFace	Accuracy	93.37	—	Unverified
2	SFace	Accuracy	91.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaFace+CSFM	Rank-1 (Video2Booking)	72.65	—	Unverified
2	ArcFace+CSFM	Rank-1 (Video2Booking)	65.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SphereFace	Accuracy	93.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LightCNN-29 + DVG	TAR @ FAR=0.01	97.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepId2+	Accuracy	96.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DiscFace	TAR @ FAR=0.1	35.9	—	Unverified