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 676–700 of 746 papers

Title	Date	Tasks	Status	Hype
VoxCeleb2: Deep Speaker Recognition	Jun 14, 2018	Speaker RecognitionSpeaker Verification	CodeCode Available	0
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis	Jun 12, 2018	Speaker VerificationSpeech Synthesis	CodeCode Available	0
Analysis of Length Normalization in End-to-End Speaker Verification System	Jun 11, 2018	Speaker Verification	—Unverified	0
A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing	May 22, 2018	Speaker Verification	—Unverified	0
Supervector Compression Strategies to Speed up I-Vector System Development	May 3, 2018	Speaker Verification	—Unverified	0
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification	May 3, 2018	QuantizationSpeaker Verification	CodeCode Available	0
Text-Independent Speaker Verification Using Long Short-Term Memory Networks	May 2, 2018	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
MirasVoice: A bilingual (English-Persian) speech corpus	May 1, 2018	Speaker RecognitionSpeaker Verification	—Unverified	0
On deep speaker embeddings for text-independent speaker recognition	Apr 26, 2018	General ClassificationMetric Learning	—Unverified	0
t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification	Apr 25, 2018	Speaker Verification	CodeCode Available	0
A Spoofing Benchmark for the 2018 Voice Conversion Challenge: Leveraging from Spoofing Countermeasures for Speech Artifact Assessment	Apr 23, 2018	BenchmarkingSpeaker Verification	—Unverified	0
Exploring the Encoding Layer and Loss Function in End-to-End Speaker and Language Recognition System	Apr 14, 2018	Speaker Verification	CodeCode Available	0
Scalable Factorized Hierarchical Variational Autoencoder Training	Apr 9, 2018	DisentanglementHyperparameter Optimization	CodeCode Available	0
I-vector Transformation Using Conditional Generative Adversarial Networks for Short Utterance Speaker Verification	Apr 1, 2018	Generative Adversarial NetworkSpeaker Verification	—Unverified	0
Joint PLDA for Simultaneous Modeling of Two Factors	Mar 28, 2018	Face RecognitionSpeaker Verification	—Unverified	0
Deep CNN based feature extractor for text-prompted speaker recognition	Mar 13, 2018	Speaker RecognitionSpeaker Verification	—Unverified	0
Neural Predictive Coding using Convolutional Neural Networks towards Unsupervised Learning of Speaker Characteristics	Feb 22, 2018	Speaker IdentificationSpeaker Recognition	—Unverified	0
Fooling End-to-end Speaker Verification by Adversarial Examples	Jan 10, 2018	Speaker Verification	—Unverified	0
Crafting Adversarial Examples For Speech Paralinguistics Applications	Nov 9, 2017	Medical DiagnosisSpeaker Verification	—Unverified	0
SUT Submission for NIST 2016 Speaker Recognition Evaluation: Description and Analysis	Nov 1, 2017	Speaker RecognitionSpeaker Verification	—Unverified	0
基於鑑別式自編碼解碼器之錄音回放攻擊偵測系統 (A Replay Spoofing Detection System Based on Discriminative Autoencoders) [In Chinese]	Nov 1, 2017	Speaker Verification	—Unverified	0
SUT System Description for Anti-Spoofing 2017 Challenge	Nov 1, 2017	QuantizationSpeaker Verification	—Unverified	0
Full-info Training for Deep Speaker Feature Learning	Oct 31, 2017	Speaker Verification	—Unverified	0
Generalized End-to-End Loss for Speaker Verification	Oct 28, 2017	Domain AdaptationSpeaker Verification	CodeCode Available	1
Attention-Based Models for Text-Dependent Speaker Verification	Oct 28, 2017	Image CaptioningMachine Translation	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