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 51–75 of 746 papers

Title	Date	Tasks	Status	Hype
RawNeXt: Speaker verification system for variable-duration utterances with deep layer aggregation and extended dynamic scaling policies	Dec 15, 2021	Speaker Verification	CodeCode Available	1
MultiSV: Dataset for Far-Field Multi-Channel Speaker Verification	Nov 11, 2021	DenoisingSpeaker Verification	CodeCode Available	1
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
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global context	Oct 8, 2021	speaker-diarizationSpeaker Diarization	CodeCode Available	1
FilterAugment: An Acoustic Environmental Data Augmentation Method	Oct 7, 2021	Data AugmentationEvent Detection	CodeCode Available	1
Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemetic Analysis	Oct 7, 2021	Speaker RecognitionSpeaker Verification	CodeCode Available	1
SpeechNAS: Towards Better Trade-off between Latency and Accuracy for Large-Scale Speaker Verification	Sep 18, 2021	Neural Architecture SearchSpeaker Recognition	CodeCode Available	1
FastAudio: A Learnable Audio Front-End for Spoof Speech Detection	Sep 6, 2021	Speaker IdentificationSpeaker Verification	CodeCode Available	1
Efficient Attention Branch Network with Combined Loss Function for Automatic Speaker Verification Spoof Detection	Sep 5, 2021	Speaker VerificationSpoof Detection	CodeCode Available	1
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations	Sep 1, 2021	Emotion ClassificationLanguage Modeling	CodeCode Available	1
ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan	Sep 1, 2021	Face SwappingSpeaker Verification	CodeCode Available	1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection	Jul 27, 2021	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	1
SVEva Fair: A Framework for Evaluating Fairness in Speaker Verification	Jul 26, 2021	FairnessSpeaker Verification	CodeCode Available	1
Channel-wise Gated Res2Net: Towards Robust Detection of Synthetic Speech Attacks	Jul 19, 2021	Speaker Verification	CodeCode Available	1
Adversarial Sample Detection for Speaker Verification by Neural Vocoders	Jul 1, 2021	Speaker Verification	CodeCode Available	1
Attack on practical speaker verification system using universal adversarial perturbations	May 19, 2021	Real-World Adversarial AttackRoom Impulse Response (RIR)	CodeCode Available	1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment Utterances	Apr 4, 2021	Speaker Verification	CodeCode Available	1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure Systems	Apr 3, 2021	Data AugmentationMulti-Task Learning	CodeCode Available	1
Target Speaker Verification with Selective Auditory Attention for Single and Multi-talker Speech	Mar 30, 2021	Multi-Task LearningSpeaker Verification	CodeCode Available	1
Learning spectro-temporal representations of complex sounds with parameterized neural networks	Mar 12, 2021	Action DetectionActivity Detection	CodeCode Available	1
A Speaker Verification Backend with Robust Performance across Conditions	Feb 2, 2021	Speaker Verification	CodeCode Available	1
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive Learning	Dec 13, 2020	ClusteringContrastive Learning	CodeCode Available	1
End-to-end anti-spoofing with RawNet2	Nov 2, 2020	Audio Deepfake DetectionSpeaker Verification	CodeCode Available	1
Leveraging speaker attribute information using multi task learning for speaker verification and diarization	Oct 27, 2020	AttributeMulti-Task Learning	CodeCode Available	1
One-class learning towards generalized voice spoofing detection	Oct 27, 2020	Speaker Verificationtext-to-speech	CodeCode Available	1

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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