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 651–675 of 746 papers

Title	Date	Tasks	Status
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
Long-term Conversation Analysis: Exploring Utility and Privacy	Jun 28, 2023	Action DetectionActivity Detection	CodeCode Available
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language Models	Jul 9, 2024	coreference-resolutionCoreference Resolution	CodeCode Available
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems	Jun 13, 2023	Adversarial AttackFace Swapping	CodeCode Available
Personal VAD: Speaker-Conditioned Voice Activity Detection	Aug 12, 2019	Action DetectionActivity Detection	CodeCode Available
Segment Aggregation for short utterances speaker verification using raw waveforms	May 7, 2020	Speaker Verification	CodeCode Available
Masked Proxy Loss For Text-Independent Speaker Verification	Nov 9, 2020	Metric LearningSpeaker Recognition	CodeCode Available
Aicyber at SemEval-2016 Task 4: i-vector based sentence representation	Jun 1, 2016	SentenceSentiment Analysis	CodeCode Available
Task-specific Optimization of Virtual Channel Linear Prediction-based Speech Dereverberation Front-End for Far-Field Speaker Verification	Dec 27, 2021	DenoisingSpeaker Verification	CodeCode Available
Spoofing Speaker Verification Systems with Deep Multi-speaker Text-to-speech Synthesis	Oct 29, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available
Learning Speaker Embedding with Momentum Contrast	Jan 7, 2020	Representation LearningSpeaker Verification	CodeCode Available
Scalable Factorized Hierarchical Variational Autoencoder Training	Apr 9, 2018	DisentanglementHyperparameter Optimization	CodeCode Available
t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification	Apr 25, 2018	Speaker Verification	CodeCode Available
PL-EESR: Perceptual Loss Based END-TO-END Robust Speaker Representation Extraction	Oct 3, 2021	Speaker IdentificationSpeaker Verification	CodeCode Available
Can spoofing countermeasure and speaker verification systems be jointly optimised?	Mar 13, 2023	Speaker 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