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 376–400 of 746 papers

Title	Date	Tasks	Status	Hype
RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing	Nov 8, 2021	Speaker VerificationVoice Anti-spoofing	CodeCode Available	1
Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition	Nov 7, 2021	Speaker Verificationspeech-recognition	—Unverified	0
Class Token and Knowledge Distillation for Multi-head Self-Attention Speaker Verification Systems	Nov 6, 2021	Knowledge DistillationPhilosophy	—Unverified	0
SIG-VC: A Speaker Information Guided Zero-shot Voice Conversion System for Both Human Beings and Machines	Nov 6, 2021	DisentanglementSpeaker Verification	CodeCode Available	0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding	Nov 4, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
STC speaker recognition systems for the NIST SRE 2021	Nov 3, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Deep Speaker Verification Model for Low-Resource Languages and Vietnamese Dataset	Nov 1, 2021	Speaker Verification	—Unverified	0
CS-Rep: Making Speaker Verification Networks Embracing Re-parameterization	Oct 26, 2021	Speaker Verification	—Unverified	0
Optimizing Multi-Taper Features for Deep Speaker Verification	Oct 21, 2021	Open-Ended Question AnsweringSpeaker Verification	—Unverified	0
Tackling the Score Shift in Cross-Lingual Speaker Verification by Exploiting Language Information	Oct 18, 2021	Language IdentificationSpeaker Recognition	—Unverified	0
Real Additive Margin Softmax for Speaker Verification	Oct 18, 2021	Speaker Verification	CodeCode Available	0
Poformer: A simple pooling transformer for speaker verification	Oct 10, 2021	Speaker Verification	—Unverified	0
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global context	Oct 8, 2021	speaker-diarizationSpeaker Diarization	CodeCode Available	1
A study of the robustness of raw waveform based speaker embeddings under mismatched conditions	Oct 8, 2021	Speaker Verification	CodeCode Available	0
Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemetic Analysis	Oct 7, 2021	Speaker RecognitionSpeaker Verification	CodeCode Available	1
FilterAugment: An Acoustic Environmental Data Augmentation Method	Oct 7, 2021	Data AugmentationEvent Detection	CodeCode Available	1
PL-EESR: Perceptual Loss Based END-TO-END Robust Speaker Representation Extraction	Oct 3, 2021	Speaker IdentificationSpeaker Verification	CodeCode Available	0
Multi-task Voice Activated Framework using Self-supervised Learning	Oct 3, 2021	Emotion ClassificationKeyword Spotting	—Unverified	0
Incorporating speaker embedding and post-filter network for improving speaker similarity of personalized speech synthesis system	Oct 1, 2021	Speaker VerificationSpeech Synthesis	—Unverified	0
Discussion on domain generalization in the cross-device speaker verification system	Oct 1, 2021	Domain GeneralizationSpeaker Verification	—Unverified	0
Towards Robust Domain Generalization in 2D Neural Audio Processing	Sep 29, 2021	Acoustic Scene ClassificationDomain Generalization	—Unverified	0
SynCLR: A Synthesis Framework for Contrastive Learning of out-of-domain Speech Representations	Sep 29, 2021	Contrastive LearningData Augmentation	—Unverified	0
The JHU submission to VoxSRC-21: Track 3	Sep 28, 2021	ClusteringContrastive Learning	—Unverified	0
Optimized Power Normalized Cepstral Coefficients towards Robust Deep Speaker Verification	Sep 24, 2021	Robust Speech RecognitionSpeaker Verification	—Unverified	0
Parameterized Channel Normalization for Far-field Deep Speaker Verification	Sep 24, 2021	Speaker Verification	—Unverified	0

Show:10 25 50

← PrevPage 16 of 30Next →

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