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 451–475 of 746 papers

Title	Date	Tasks	Status
Squeezing value of cross-domain labels: a decoupled scoring approach for speaker verification	Oct 27, 2020	Speaker Verification	—Unverified
SSAVSV: Towards Unified Model for Self-Supervised Audio-Visual Speaker Verification	Jun 21, 2025	Contrastive LearningSelf-Supervised Learning	—Unverified
SSPS: Self-Supervised Positive Sampling for Robust Self-Supervised Speaker Verification	May 20, 2025	Data AugmentationSelf-Supervised Learning	—Unverified
State-of-the-art Embeddings with Video-free Segmentation of the Source VoxCeleb Data	Oct 3, 2024	Speaker Verification	—Unverified
STC Anti-spoofing Systems for the ASVspoof 2015 Challenge	Jul 29, 2015	Speaker Verification	—Unverified
STC speaker recognition systems for the NIST SRE 2021	Nov 3, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Studying squeeze-and-excitation used in CNN for speaker verification	Sep 13, 2021	Speaker Verification	—Unverified
Study on the Fairness of Speaker Verification Systems on Underrepresented Accents in English	Apr 27, 2022	FairnessSpeaker Verification	—Unverified
Study on the temporal pooling used in deep neural networks for speaker verification	May 10, 2021	Speaker Verification	—Unverified
Supervector Compression Strategies to Speed up I-Vector System Development	May 3, 2018	Speaker Verification	—Unverified
Supervised and Unsupervised Alignments for Spoofing Behavioral Biometrics	Aug 14, 2024	Reconstruction AttackSpeaker Verification	—Unverified
SuperVoice: Text-Independent Speaker Verification Using Ultrasound Energy in Human Speech	May 28, 2022	Speaker VerificationText-Independent Speaker Verification	—Unverified
SUT Submission for NIST 2016 Speaker Recognition Evaluation: Description and Analysis	Nov 1, 2017	Speaker RecognitionSpeaker Verification	—Unverified
SUT System Description for Anti-Spoofing 2017 Challenge	Nov 1, 2017	QuantizationSpeaker Verification	—Unverified
S-vectors and TESA: Speaker Embeddings and a Speaker Authenticator Based on Transformer Encoder	Aug 11, 2020	SentenceSpeaker Verification	—Unverified
SVVAD: Personal Voice Activity Detection for Speaker Verification	May 31, 2023	Action DetectionActivity Detection	—Unverified
SynCLR: A Synthesis Framework for Contrastive Learning of out-of-domain Speech Representations	Sep 29, 2021	Contrastive LearningData Augmentation	—Unverified
SyntheticPop: Attacking Speaker Verification Systems With Synthetic VoicePops	Feb 13, 2025	Face SwappingPhoneme Recognition	—Unverified
Tackling Spoofing-Aware Speaker Verification with Multi-Model Fusion	Jun 18, 2022	Open-Ended Question AnsweringSpeaker Verification	—Unverified
Tackling the Score Shift in Cross-Lingual Speaker Verification by Exploiting Language Information	Oct 18, 2021	Language IdentificationSpeaker Recognition	—Unverified
Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals	Jul 12, 2020	Speaker Verification	—Unverified
Tandem spoofing-robust automatic speaker verification based on time-domain embeddings	Dec 22, 2024	Speaker VerificationVoice Anti-spoofing	—Unverified
Task-aware Warping Factors in Mask-based Speech Enhancement	Aug 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Text-dependent Speaker Verification (TdSV) Challenge 2024: Challenge Evaluation Plan	Apr 20, 2024	Few-Shot LearningMulti-Task Learning	—Unverified
Text-Independent Speaker Verification Based on Deep Neural Networks and Segmental Dynamic Time Warping	Jun 26, 2018	Dynamic Time WarpingSpeaker 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