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 276–300 of 746 papers

Title	Date	Tasks	Status	Hype
u-HuBERT: Unified Mixed-Modal Speech Pretraining And Zero-Shot Transfer to Unlabeled Modality	Jul 14, 2022	Speaker Verificationspeech-recognition	CodeCode Available	2
Cross-Age Speaker Verification: Learning Age-Invariant Speaker Embeddings	Jul 13, 2022	Age EstimationSpeaker Verification	CodeCode Available	1
Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive Learning	Jul 12, 2022	Contrastive LearningData Augmentation	—Unverified	0
Multi-Frequency Information Enhanced Channel Attention Module for Speaker Representation Learning	Jul 10, 2022	Representation LearningSpeaker Verification	—Unverified	0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features	Jul 1, 2022	Speaker Verificationspeech-recognition	—Unverified	0
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification Systems	Jul 1, 2022	Domain AdaptationFairness	CodeCode Available	0
SASV Based on Pre-trained ASV System and Integrated Scoring Module	Jul 1, 2022	Speaker Verification	—Unverified	0
Automatic Evaluation of Speaker Similarity	Jul 1, 2022	Speaker Verificationtext-to-speech	—Unverified	0
Personalized Keyword Spotting through Multi-task Learning	Jun 28, 2022	Keyword SpottingMulti-Task Learning	—Unverified	0
Domain Agnostic Few-shot Learning for Speaker Verification	Jun 28, 2022	Domain GeneralizationFew-Shot Learning	—Unverified	0
Attention-based conditioning methods using variable frame rate for style-robust speaker verification	Jun 28, 2022	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
Speaker Verification in Multi-Speaker Environments Using Temporal Feature Fusion	Jun 28, 2022	Speaker Verification	—Unverified	0
Learning from human perception to improve automatic speaker verification in style-mismatched conditions	Jun 28, 2022	Speaker Verification	—Unverified	0
Two Methods for Spoofing-Aware Speaker Verification: Multi-Layer Perceptron Score Fusion Model and Integrated Embedding Projector	Jun 28, 2022	Speaker Verification	—Unverified	0
Detection of Doctored Speech: Towards an End-to-End Parametric Learn-able Filter Approach	Jun 27, 2022	Speaker Verification	—Unverified	0
Extended U-Net for Speaker Verification in Noisy Environments	Jun 27, 2022	DenoisingSpeaker Identification	CodeCode Available	1
Transport-Oriented Feature Aggregation for Speaker Embedding Learning	Jun 26, 2022	Speaker Verification	—Unverified	0
Towards End-to-End Private Automatic Speaker Recognition	Jun 23, 2022	Privacy PreservingSpeaker Recognition	—Unverified	0
Identifying Source Speakers for Voice Conversion based Spoofing Attacks on Speaker Verification Systems	Jun 18, 2022	Speaker IdentificationSpeaker Verification	—Unverified	0
Tackling Spoofing-Aware Speaker Verification with Multi-Model Fusion	Jun 18, 2022	Open-Ended Question AnsweringSpeaker Verification	—Unverified	0
EDITnet: A Lightweight Network for Unsupervised Domain Adaptation in Speaker Verification	Jun 15, 2022	Domain AdaptationSelf-Supervised Learning	—Unverified	0
Learnable Frequency Filters for Speech Feature Extraction in Speaker Verification	Jun 15, 2022	Speaker Verification	—Unverified	0
Towards Speaker Verification for Crowdsourced Speech Collections	Jun 1, 2022	ClusteringSpeaker Verification	—Unverified	0
Deep learning-based end-to-end spoken language identification system for domain-mismatched scenario	Jun 1, 2022	Language IdentificationSpeaker Verification	—Unverified	0
Towards Speech-only Opinion-level Sentiment Analysis	Jun 1, 2022	Sentiment AnalysisSpeaker 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