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 576–600 of 746 papers

Title	Date	Tasks	Status	Hype
NPLDA: A Deep Neural PLDA Model for Speaker Verification	Feb 10, 2020	Speaker RecognitionSpeaker Verification	CodeCode Available	1
LEAP System for SRE19 CTS Challenge -- Improvements and Error Analysis	Feb 7, 2020	Speaker RecognitionSpeaker Verification	—Unverified	0
An initial investigation on optimizing tandem speaker verification and countermeasure systems using reinforcement learning	Feb 6, 2020	Reinforcement LearningSpeaker Verification	CodeCode Available	1
A Speaker Verification Backend for Improved Calibration Performance across Varying Conditions	Feb 5, 2020	Speaker Verification	CodeCode Available	0
DropClass and DropAdapt: Dropping classes for deep speaker representation learning	Feb 2, 2020	General ClassificationRepresentation Learning	CodeCode Available	1
MCSAE: Masked Cross Self-Attentive Encoding for Speaker Embedding	Jan 28, 2020	Speaker Verification	—Unverified	0
Multi-task Learning for Speaker Verification and Voice Trigger Detection	Jan 26, 2020	Multi-Task LearningSpeaker Recognition	—Unverified	0
Pairwise Discriminative Neural PLDA for Speaker Verification	Jan 20, 2020	Speaker Verification	CodeCode Available	1
Learning Speaker Embedding with Momentum Contrast	Jan 7, 2020	Representation LearningSpeaker Verification	CodeCode Available	0
Short-duration Speaker Verification (SdSV) Challenge 2021: the Challenge Evaluation Plan	Dec 13, 2019	Speaker RecognitionSpeaker Verification	—Unverified	0
A Comparison of Features for Replay Attack Detection	Dec 12, 2019	Speaker Verification	—Unverified	0
A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database	Dec 8, 2019	Speaker Verificationspeech-recognition	—Unverified	0
Powerful Speaker Embedding Training Framework by Adversarially Disentangled Identity Representation	Nov 27, 2019	Speaker Verification	—Unverified	0
A discriminative condition-aware backend for speaker verification	Nov 26, 2019	Speaker Verification	—Unverified	0
Partial AUC optimization based deep speaker embeddings with class-center learning for text-independent speaker verification	Nov 19, 2019	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
Deep learning methods in speaker recognition: a review	Nov 14, 2019	Deep LearningSpeaker Recognition	—Unverified	0
Evaluating Voice Conversion-based Privacy Protection against Informed Attackers	Nov 10, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Adversarial Attacks on GMM i-vector based Speaker Verification Systems	Nov 8, 2019	Speaker Verification	CodeCode Available	0
ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech	Nov 5, 2019	Person RecognitionSpeaker Verification	—Unverified	0
What does a network layer hear? Analyzing hidden representations of end-to-end ASR through speech synthesis	Nov 4, 2019	Speaker VerificationSpeech Enhancement	CodeCode Available	0
Voice Biometrics Security: Extrapolating False Alarm Rate via Hierarchical Bayesian Modeling of Speaker Verification Scores	Nov 4, 2019	Speaker Verification	—Unverified	0
Robust speaker recognition using unsupervised adversarial invariance	Nov 3, 2019	speaker-diarizationSpeaker Diarization	CodeCode Available	0
Mixture factorized auto-encoder for unsupervised hierarchical deep factorization of speech signal	Oct 30, 2019	ClusteringDecoder	—Unverified	0
Replay Spoofing Countermeasure Using Autoencoder and Siamese Network on ASVspoof 2019 Challenge	Oct 29, 2019	Speaker VerificationSpeech Synthesis	—Unverified	0
Spoofing Speaker Verification Systems with Deep Multi-speaker Text-to-speech Synthesis	Oct 29, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available	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