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 251–275 of 746 papers

Title	Date	Tasks	Status
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings	Jul 30, 2020	Speaker Verification	—Unverified
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space	Oct 29, 2022	Contrastive LearningSpeaker Verification	—Unverified
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification	Aug 13, 2020	Neural Architecture SearchSpeaker Verification	—Unverified
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification	Jun 6, 2023	Speaker Verification	—Unverified
Discriminatively Re-trained i-vector Extractor for Speaker Recognition	Oct 31, 2018	Speaker RecognitionSpeaker Verification	—Unverified
Audio-replay attack detection countermeasures	May 24, 2017	Deep LearningSpeaker Verification	—Unverified
Discrete Audio Representation as an Alternative to Mel-Spectrograms for Speaker and Speech Recognition	Sep 19, 2023	Language ModelingLanguage Modelling	—Unverified
Diffusion-Based Adversarial Purification for Speaker Verification	Oct 22, 2023	Adversarial PurificationDenoising	—Unverified
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning	Nov 17, 2022	Binary ClassificationMeta-Learning	—Unverified
Analyzing speaker verification embedding extractors and back-ends under language and channel mismatch	Mar 19, 2022	AttributeSpeaker Verification	—Unverified
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics	Jul 5, 2023	Speaker Verification	—Unverified
Differentiable Supervector Extraction for Encoding Speaker and Phrase Information in Text Dependent Speaker Verification	Dec 22, 2018	Speaker VerificationText-Dependent Speaker Verification	—Unverified
Attentive Statistics Pooling for Deep Speaker Embedding	Feb 25, 2019	Speaker VerificationText-Independent Speaker Verification	—Unverified
A discriminative condition-aware backend for speaker verification	Nov 26, 2019	Speaker Verification	—Unverified
Detection of Doctored Speech: Towards an End-to-End Parametric Learn-able Filter Approach	Jun 27, 2022	Speaker Verification	—Unverified
Design Guidelines for Inclusive Speaker Verification Evaluation Datasets	Apr 5, 2022	Speaker Verification	—Unverified
Design Choices for X-vector Based Speaker Anonymization	May 18, 2020	Speaker anonymizationSpeaker Verification	—Unverified
Attention-based conditioning methods using variable frame rate for style-robust speaker verification	Jun 28, 2022	Speaker VerificationText-Independent Speaker Verification	—Unverified
Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization	Dec 22, 2024	Speaker Verification	—Unverified
Defense against adversarial attacks on spoofing countermeasures of ASV	Mar 6, 2020	Speaker Verification	—Unverified
Defend Data Poisoning Attacks on Voice Authentication	Sep 9, 2022	Data PoisoningEnsemble Learning	—Unverified
Analysis of Length Normalization in End-to-End Speaker Verification System	Jun 11, 2018	Speaker Verification	—Unverified
Additive Margin in Contrastive Self-Supervised Frameworks to Learn Discriminative Speaker Representations	Apr 23, 2024	Self-Supervised LearningSpeaker Verification	—Unverified
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments	Jun 17, 2025	DenoisingSpeaker Recognition	—Unverified
使用性別資訊於語者驗證系統之研究與實作 (A study and implementation on Speaker Verification System using Gender Information) [In Chinese]	Oct 1, 2018	Speaker Verification	—Unverified

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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