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 326–350 of 746 papers

Title	Date	Tasks	Status	Hype
Improved Relation Networks for End-to-End Speaker Verification and Identification	Mar 31, 2022	Meta-LearningRelation	—Unverified	0
Joint domain adaptation and speech bandwidth extension using time-domain GANs for speaker verification	Mar 30, 2022	Bandwidth ExtensionDomain Adaptation	—Unverified	0
Robust Disentangled Variational Speech Representation Learning for Zero-shot Voice Conversion	Mar 30, 2022	Data AugmentationDecoder	CodeCode Available	1
NeuraGen-A Low-Resource Neural Network based approach for Gender Classification	Mar 29, 2022	Gender ClassificationSpeaker Identification	—Unverified	0
Automatic Detection of Speech Sound Disorder in Child Speech Using Posterior-based Speaker Representations	Mar 29, 2022	Speaker Verification	—Unverified	0
Spoofing-Aware Speaker Verification by Multi-Level Fusion	Mar 29, 2022	Speaker Verification	—Unverified	0
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	0
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERT	Mar 29, 2022	AllAutomatic Speech Recognition	CodeCode Available	1
Investigation of Different Calibration Methods for Deep Speaker Embedding based Verification Systems	Mar 28, 2022	Speaker Verification	—Unverified	0
Robust Speaker Recognition with Transformers Using wav2vec 2.0	Mar 28, 2022	Data AugmentationRepresentation Learning	—Unverified	0
Curriculum learning for self-supervised speaker verification	Mar 28, 2022	Self-Supervised LearningSpeaker Recognition	—Unverified	0
SASV 2022: The First Spoofing-Aware Speaker Verification Challenge	Mar 28, 2022	Speaker Verification	—Unverified	0
A Speech Representation Anonymization Framework via Selective Noise Perturbation	Mar 26, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
The VoicePrivacy 2022 Challenge Evaluation Plan	Mar 23, 2022	Speaker Verification	CodeCode Available	1
Separating Content from Speaker Identity in Speech for the Assessment of Cognitive Impairments	Mar 21, 2022	Speaker VerificationVoice Conversion	—Unverified	0
Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation	Mar 21, 2022	Domain AdaptationSpeaker Verification	—Unverified	0
Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network	Mar 21, 2022	Speaker Verification	—Unverified	0
ECAPA-TDNN for Multi-speaker Text-to-speech Synthesis	Mar 20, 2022	Speaker VerificationSpeech Synthesis	CodeCode Available	0
Analyzing speaker verification embedding extractors and back-ends under language and channel mismatch	Mar 19, 2022	AttributeSpeaker Verification	—Unverified	0
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing	Mar 18, 2022	Representation LearningSpeaker Verification	CodeCode Available	1
TMS: A Temporal Multi-scale Backbone Design for Speaker Embedding	Mar 17, 2022	Speaker Verification	—Unverified	0
Pushing the limits of raw waveform speaker recognition	Mar 16, 2022	Self-Supervised LearningSpeaker Recognition	CodeCode Available	3
Parameter-Free Attentive Scoring for Speaker Verification	Mar 10, 2022	Speaker Verification	—Unverified	0
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanations	Feb 28, 2022	Face SwappingSpeaker Verification	CodeCode Available	1
Magnitude-aware Probabilistic Speaker Embeddings	Feb 28, 2022	Out-of-Distribution DetectionSpeaker Verification	CodeCode Available	3

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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