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 676–700 of 746 papers

Title	Date	Tasks	Status
Learning Speaker Embedding from Text-to-Speech	Oct 21, 2020	ClassificationDecoder	CodeCode Available
ASVspoof2019 vs. ASVspoof5: Assessment and Comparison	May 21, 2025	Speaker VerificationVoice Anti-spoofing	CodeCode Available
ConvNeXt Based Neural Network for Audio Anti-Spoofing	Sep 14, 2022	image-classificationImage Classification	CodeCode Available
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker Verification	May 22, 2023	Speaker Verification	CodeCode Available
Learning Repeatable Speech Embeddings Using An Intra-class Correlation Regularizer	Oct 25, 2023	Speaker Verification	CodeCode Available
Contrastive Predictive Coding Based Feature for Automatic Speaker Verification	Apr 1, 2019	Representation LearningSpeaker Verification	CodeCode Available
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verification	Oct 19, 2019	Speaker Verification	CodeCode Available
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing	May 31, 2023	Speaker Verification	CodeCode Available
Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing	Jun 11, 2021	Speaker VerificationVoice Anti-spoofing	CodeCode Available
Text-Independent Speaker Verification Using 3D Convolutional Neural Networks	May 26, 2017	Speaker VerificationText-Independent Speaker Verification	CodeCode Available
Multiobjective Optimization Training of PLDA for Speaker Verification	Aug 25, 2018	Multiobjective OptimizationSpeaker Verification	CodeCode Available
A Speech Representation Anonymization Framework via Selective Noise Perturbation	Mar 26, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Voting for the right answer: Adversarial defense for speaker verification	Jun 15, 2021	Adversarial DefenseSpeaker Verification	CodeCode Available
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal Fragments	Oct 28, 2022	Speaker Verification	CodeCode Available
Attentive Filtering Networks for Audio Replay Attack Detection	Oct 31, 2018	Speaker Verification	CodeCode Available
KunquDB: An Attempt for Speaker Verification in the Chinese Opera Scenario	Mar 20, 2024	Domain AdaptationSpeaker Verification	CodeCode Available
An attention-based backend allowing efficient fine-tuning of transformer models for speaker verification	Oct 3, 2022	Self-Supervised LearningSpeaker Verification	CodeCode Available
Multi-task learning improves synthetic speech detection	Apr 27, 2022	Multi-Task LearningSpeaker Verification	CodeCode Available
a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verification	Mar 3, 2024	BenchmarkingSpeaker Verification	CodeCode Available
3D Convolutional Neural Networks for Cross Audio-Visual Matching Recognition	Jun 18, 2017	Speaker Verificationspeech-recognition	CodeCode Available
PSVRF: Learning to restore Pitch-Shifted Voice without reference	Oct 6, 2022	Speaker Verification	CodeCode Available
A study of the robustness of raw waveform based speaker embeddings under mismatched conditions	Oct 8, 2021	Speaker Verification	CodeCode Available
Towards single integrated spoofing-aware speaker verification embeddings	May 30, 2023	Speaker Verification	CodeCode Available
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models	Jun 17, 2025	Kolmogorov-Arnold NetworksSelf-Supervised Learning	CodeCode Available
ChildAugment: Data Augmentation Methods for Zero-Resource Children's Speaker Verification	Feb 23, 2024	Data AugmentationSpeaker Verification	CodeCode Available

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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