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
Discriminatively Re-trained i-vector Extractor for Speaker Recognition	Oct 31, 2018	Speaker RecognitionSpeaker Verification	—Unverified
Attacking Voice Anonymization Systems with Augmented Feature and Speaker Identity Difference	Dec 26, 2024	Data AugmentationSpeaker Verification	—Unverified
ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system	May 23, 2025	Speaker Verification	—Unverified
結合關鍵詞驗證及語者驗證之雲端身份驗證系統 (A Cloud Speaker Authentication System Based on Keyword Verification and Speaker Verification) [In Chinese]	Oct 1, 2013	Speaker Verification	—Unverified
Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification	Sep 8, 2023	Data AugmentationSelf-Supervised Learning	—Unverified
Asymmetric and trial-dependent modeling: the contribution of LIA to SdSV Challenge Task 2	Mar 28, 2024	Speaker RecognitionSpeaker Verification	—Unverified
Analysis of DNN Speech Signal Enhancement for Robust Speaker Recognition	Nov 19, 2018	Data AugmentationDenoising	—Unverified
ELP-Adapters: Parameter Efficient Adapter Tuning for Various Speech Processing Tasks	Jul 28, 2024	Emotion Recognitionparameter-efficient fine-tuning	—Unverified
ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech	Feb 13, 2025	Adversarial AttackAdversarial Attack Detection	—Unverified
ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale	Aug 16, 2024	Face SwappingSpeaker Verification	—Unverified
Analyse en Composante Principale pour l'extraction des i-vecteurs en v\'erification du locuteur (Principal Component Analysis for i-vector extraction in speaker verification.) [in French]	Jun 1, 2012	Dimensionality ReductionSpeaker Verification	—Unverified
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection	Sep 1, 2021	Face SwappingSpeaker Verification	—Unverified
A Multi-View Approach To Audio-Visual Speaker Verification	Feb 11, 2021	Speaker Verification	—Unverified
Adaptive Margin Circle Loss for Speaker Verification	Jun 15, 2021	Speaker Verification	—Unverified
Defend Data Poisoning Attacks on Voice Authentication	Sep 9, 2022	Data PoisoningEnsemble Learning	—Unverified
Adapting Speaker Embeddings for Speaker Diarisation	Apr 7, 2021	ClusteringDimensionality Reduction	—Unverified
Decision Making Based on Cohort Scores for Speaker Verification	Sep 27, 2016	Decision MakingSpeaker Verification	—Unverified
DEAAN: Disentangled Embedding and Adversarial Adaptation Network for Robust Speaker Representation Learning	Dec 12, 2020	DisentanglementDomain Adaptation	—Unverified
ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech	Feb 11, 2021	Speaker VerificationSpeech Synthesis	—Unverified
Deep Speaker Vectors for Semi Text-independent Speaker Verification	May 24, 2015	Speaker RecognitionSpeaker Verification	—Unverified
Data Generation Using Pass-phrase-dependent Deep Auto-encoders for Text-Dependent Speaker Verification	Feb 3, 2021	Decision MakingSpeaker Verification	—Unverified
Attention and DCT based Global Context Modeling for Text-independent Speaker Recognition	Aug 4, 2022	Speaker RecognitionSpeaker Verification	—Unverified
A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database	Dec 8, 2019	Speaker Verificationspeech-recognition	—Unverified
Deep CNN based feature extractor for text-prompted speaker recognition	Mar 13, 2018	Speaker RecognitionSpeaker Verification	—Unverified
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification	Oct 18, 2023	Data AugmentationDiversity	—Unverified

Show:10 25 50

← PrevPage 7 of 30Next →

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