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 726–746 of 746 papers

Title	Date	Tasks	Status
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verification	Sep 1, 2022	Speaker Verification	CodeCode Available
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation	Dec 8, 2020	AttributeDisentanglement	CodeCode Available
SIG-VC: A Speaker Information Guided Zero-shot Voice Conversion System for Both Human Beings and Machines	Nov 6, 2021	DisentanglementSpeaker Verification	CodeCode Available
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning	Jun 5, 2020	Self-Supervised LearningSpeaker Verification	CodeCode Available
Robust Channel Learning for Large-Scale Radio Speaker Verification	Jun 16, 2024	Data AugmentationSpeaker Verification	CodeCode Available
Deep Residual Neural Networks for Audio Spoofing Detection	Jun 30, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor Watermarking	Mar 2, 2025	Speaker Verification	CodeCode Available
Robust speaker recognition using unsupervised adversarial invariance	Nov 3, 2019	speaker-diarizationSpeaker Diarization	CodeCode Available
Spoof detection using time-delay shallow neural network and feature switching	Apr 16, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available
Analysis of impact of emotions on target speech extraction and speech separation	Aug 15, 2022	Speaker VerificationSpeech Extraction	CodeCode Available
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification Systems	Jul 1, 2022	Domain AdaptationFairness	CodeCode Available
Exploring the Encoding Layer and Loss Function in End-to-End Speaker and Language Recognition System	Apr 14, 2018	Speaker Verification	CodeCode Available
Pairwise Similarity Learning is SimPLE	Oct 13, 2023	Face RecognitionImage Retrieval	CodeCode Available
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument sounds	Jul 24, 2021	Data AugmentationInstrument Recognition	CodeCode Available
RoDia: A New Dataset for Romanian Dialect Identification from Speech	Sep 6, 2023	Dialect IdentificationSpeaker Verification	CodeCode Available
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis	Jun 12, 2018	Speaker VerificationSpeech Synthesis	CodeCode Available
Adversarial Attacks on GMM i-vector based Speaker Verification Systems	Nov 8, 2019	Speaker Verification	CodeCode Available
PAS: Partial Additive Speech Data Augmentation Method for Noise Robust Speaker Verification	Jul 20, 2023	Data AugmentationSpeaker Verification	CodeCode Available
rVAD: An Unsupervised Segment-Based Robust Voice Activity Detection Method	Jun 9, 2019	Action DetectionActivity Detection	CodeCode Available
Advanced Signal Analysis in Detecting Replay Attacks for Automatic Speaker Verification Systems	Mar 2, 2024	Speaker Verification	CodeCode Available
Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation Map	Mar 29, 2022	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