Speaker Verification

Speaker verification is the verifying the identity of a person from characteristics of the voice.

( Image credit: Contrastive-Predictive-Coding-PyTorch )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 746 papers

Title	Date	Tasks	Status	Score
Segment Aggregation for short utterances speaker verification using raw waveforms	May 7, 2020	Speaker Verification	CodeCode Available	5
The effect of speech pathology on automatic speaker verification -- a large-scale study	Apr 13, 2022	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	5
Improving fairness in speaker verification via Group-adapted Fusion Network	Feb 23, 2022	FairnessSpeaker Recognition	CodeCode Available	5
Integrated Parameter-Efficient Tuning for General-Purpose Audio Models	Nov 4, 2022	Genre classificationKeyword Spotting	CodeCode Available	5
KunquDB: An Attempt for Speaker Verification in the Chinese Opera Scenario	Mar 20, 2024	Domain AdaptationSpeaker Verification	CodeCode Available	5
A Speaker Verification Backend for Improved Calibration Performance across Varying Conditions	Feb 5, 2020	Speaker Verification	CodeCode Available	5
Learning Speaker Embedding from Text-to-Speech	Oct 21, 2020	ClassificationDecoder	CodeCode Available	5
Advanced Signal Analysis in Detecting Replay Attacks for Automatic Speaker Verification Systems	Mar 2, 2024	Speaker Verification	CodeCode Available	5
ConvNeXt Based Neural Network for Audio Anti-Spoofing	Sep 14, 2022	image-classificationImage Classification	CodeCode Available	5
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker Verification	Sep 25, 2023	Speaker Verification	CodeCode Available	5
Contrastive Predictive Coding Based Feature for Automatic Speaker Verification	Apr 1, 2019	Representation LearningSpeaker Verification	CodeCode Available	5
FDN: Finite Difference Network with Hierarchical Convolutional Features for Text-independent Speaker Verification	Aug 18, 2021	RhythmSpeaker Verification	CodeCode Available	5
Feature Enhancement with Deep Feature Losses for Speaker Verification	Oct 25, 2019	DenoisingSpeaker Verification	CodeCode Available	5
ACA-Net: Towards Lightweight Speaker Verification using Asymmetric Cross Attention	May 20, 2023	Speaker Verification	CodeCode Available	5
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification Systems	Jul 1, 2022	Domain AdaptationFairness	CodeCode Available	5
Learning Speaker Embedding with Momentum Contrast	Jan 7, 2020	Representation LearningSpeaker Verification	CodeCode Available	5
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identification	Apr 28, 2022	Speaker IdentificationSpeaker Verification	CodeCode Available	5
End-to-End Text-Dependent Speaker Verification	Sep 27, 2015	Speaker VerificationText-Dependent Speaker Verification	CodeCode Available	5
Exploring the Encoding Layer and Loss Function in End-to-End Speaker and Language Recognition System	Apr 14, 2018	Speaker Verification	CodeCode Available	5
ECAPA-TDNN for Multi-speaker Text-to-speech Synthesis	Mar 20, 2022	Speaker VerificationSpeech Synthesis	CodeCode Available	5
ChildAugment: Data Augmentation Methods for Zero-Resource Children's Speaker Verification	Feb 23, 2024	Data AugmentationSpeaker Verification	CodeCode Available	5
Dictionary Attacks on Speaker Verification	Apr 24, 2022	Speaker VerificationVoice Cloning	CodeCode Available	5
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation	Dec 8, 2020	AttributeDisentanglement	CodeCode Available	5
ASVspoof2019 vs. ASVspoof5: Assessment and Comparison	May 21, 2025	Speaker VerificationVoice Anti-spoofing	CodeCode Available	5
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning	Jun 5, 2020	Self-Supervised LearningSpeaker Verification	CodeCode Available	5

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All datasets VoxCeleb VoxCeleb1 CALLHOME CN-CELEB ASVspoof 2019 - LA VibraVox (forehead accelerometer)VibraVox (headset microphone)VibraVox (rigid in-ear microphone)VibraVox (soft in-ear microphone)VibraVox (temple vibration pickup)VibraVox (throat microphone)VoxCeleb2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Multi Task SSL	EER	1.98	—	Unverified
2	ReDimNet-B0-LM (1.0M)	EER	1.16	—	Unverified
3	TitanNet -S	EER	1.15	—	Unverified
4	ReDimNet-B0-LM-ASNorm (1.0M)	EER	1.07	—	Unverified
5	SpeechNAS	EER	1.02	—	Unverified
6	ReDimNet-B1-LM (2.2M)	EER	0.85	—	Unverified
7	TitanNet -M	EER	0.81	—	Unverified
8	ReDimNet-B1-LM-ASNorm (2.2M)	EER	0.73	—	Unverified
9	TitanNet -L	EER	0.68	—	Unverified
10	ReDimNet-B2-SF2-LM (4.7M)	EER	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Fine-tuned HuBERT Large	EER	2.36	—	Unverified
2	ReDimNet-B0-LM (1.0M)	EER	1.16	—	Unverified
3	ReDimNet-B0-LM-ASNorm (1.0M)	EER	1.07	—	Unverified
4	SpeechNAS	EER	1.02	—	Unverified
5	ReDimNet-B1-LM (2.2M)	EER	0.85	—	Unverified
6	ReDimNet-B1-LM-ASNorm (2.2M)	EER	0.73	—	Unverified
7	ReDimNet-B2-SF2-LM (4.7M)	EER	0.57	—	Unverified
8	ReDimNet-B2-SF2-LM-ASNorm (4.7M)	EER	0.52	—	Unverified
9	ReDimNet-B4-LM (6.3M)	EER	0.51	—	Unverified
10	ReDimNet-B3-LM (3.0M)	EER	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GE2E	Cosine EER	3.55	—	Unverified
2		Cosine EER	2.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet with Attention Backend	EER	10.77	—	Unverified
2	X-Vectors with Attention Backend	EER	10.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA-TDNN	minDCF	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECAPA2	Test EER	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-50	EER	100	—	Unverified