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 176–200 of 746 papers

Title	Date	Tasks	Status	Hype
VoxBlink: A Large Scale Speaker Verification Dataset on Camera	Aug 14, 2023	Speaker RecognitionSpeaker Verification	—Unverified	0
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision	Aug 5, 2023	DiversityRepresentation Learning	CodeCode Available	0
PAS: Partial Additive Speech Data Augmentation Method for Noise Robust Speaker Verification	Jul 20, 2023	Data AugmentationSpeaker Verification	CodeCode Available	0
Exploring Binary Classification Loss For Speaker Verification	Jul 17, 2023	Binary ClassificationClassification	CodeCode Available	1
Behavioral Analysis of Pathological Speaker Embeddings of Patients During Oncological Treatment of Oral Cancer	Jul 10, 2023	Speaker Verification	—Unverified	0
Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics	Jul 5, 2023	Speaker Verification	—Unverified	0
Disentanglement in a GAN for Unconditional Speech Synthesis	Jul 4, 2023	DisentanglementGenerative Adversarial Network	CodeCode Available	1
VoxWatch: An open-set speaker recognition benchmark on VoxCeleb	Jun 30, 2023	Speaker IdentificationSpeaker Recognition	—Unverified	0
Long-term Conversation Analysis: Exploring Utility and Privacy	Jun 28, 2023	Action DetectionActivity Detection	CodeCode Available	0
Factors Affecting the Performance of Automated Speaker Verification in Alzheimer's Disease Clinical Trials	Jun 20, 2023	FairnessSpeaker Verification	—Unverified	0
Evaluation of Speech Representations for MOS prediction	Jun 16, 2023	PredictionSelf-Supervised Learning	CodeCode Available	1
Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech	Jun 13, 2023	SensitivitySpeaker Verification	—Unverified	0
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems	Jun 13, 2023	Adversarial AttackFace Swapping	CodeCode Available	0
Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification	Jun 6, 2023	Speaker Verification	CodeCode Available	0
Meta-Learning Framework for End-to-End Imposter Identification in Unseen Speaker Recognition	Jun 1, 2023	Meta-LearningSpeaker Identification	—Unverified	0
Speaker verification using attentive multi-scale convolutional recurrent network	Jun 1, 2023	Speaker Verification	—Unverified	0
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing	May 31, 2023	Speaker Verification	CodeCode Available	0
SVVAD: Personal Voice Activity Detection for Speaker Verification	May 31, 2023	Action DetectionActivity Detection	—Unverified	0
Towards single integrated spoofing-aware speaker verification embeddings	May 30, 2023	Speaker Verification	CodeCode Available	0
One-Step Knowledge Distillation and Fine-Tuning in Using Large Pre-Trained Self-Supervised Learning Models for Speaker Verification	May 27, 2023	Knowledge DistillationSelf-Supervised Learning	CodeCode Available	1
P-vectors: A Parallel-Coupled TDNN/Transformer Network for Speaker Verification	May 24, 2023	Speaker Verification	—Unverified	0
SE-Bridge: Speech Enhancement with Consistent Brownian Bridge	May 23, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker Verification	May 22, 2023	Speaker Verification	CodeCode Available	0
Progressive Sub-Graph Clustering Algorithm for Semi-Supervised Domain Adaptation Speaker Verification	May 22, 2023	ClusteringDiversity	—Unverified	0
The defender's perspective on automatic speaker verification: An overview	May 22, 2023	Speaker Verification	—Unverified	0

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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