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 726–746 of 746 papers

Title	Date	Tasks	Status
Aicyber at SemEval-2016 Task 4: i-vector based sentence representation	Jun 1, 2016	SentenceSentiment Analysis	CodeCode Available
Spoofing detection under noisy conditions: a preliminary investigation and an initial database	Feb 9, 2016	Speaker Verification	—Unverified
Binary Speaker Embedding	Oct 20, 2015	BinarizationSpeaker Verification	—Unverified
End-to-End Text-Dependent Speaker Verification	Sep 27, 2015	Speaker VerificationText-Dependent Speaker Verification	CodeCode Available
Using Deep Learning for Detecting Spoofing Attacks on Speech Signals	Aug 7, 2015	Deep LearningSpeaker Verification	—Unverified
STC Anti-spoofing Systems for the ASVspoof 2015 Challenge	Jul 29, 2015	Speaker Verification	—Unverified
The SYSU System for the Interspeech 2015 Automatic Speaker Verification Spoofing and Countermeasures Challenge	Jul 24, 2015	Speaker VerificationSpeech Synthesis	—Unverified
Deep Speaker Vectors for Semi Text-independent Speaker Verification	May 24, 2015	Speaker RecognitionSpeaker Verification	—Unverified
Shared latent subspace modelling within Gaussian-Binary Restricted Boltzmann Machines for NIST i-Vector Challenge 2014	Mar 18, 2015	parameter estimationSpeaker Verification	—Unverified
F0 Modeling In Hmm-Based Speech Synthesis System Using Deep Belief Network	Feb 18, 2015	ClusteringSpeaker Verification	—Unverified
Voice Activity Detection using Temporal Characteristics of Autocorrelation Lag and Maximum Spectral Amplitude in Sub-bands	Dec 1, 2014	Action DetectionActivity Detection	—Unverified
Influence of Mother Tongue on English Accent	Dec 1, 2014	Language IdentificationSpeaker Recognition	—Unverified
Speaker Identification From Youtube Obtained Data	Nov 11, 2014	parameter estimationQuantization	—Unverified
以二維共振峰分布建立語者音色模型及其在語者驗證上之應用 (Using 2D Formant Distribution to Build Speaker Models and Its Application in Speaker Verification) [In Chinese]	Oct 1, 2014	Speaker RecognitionSpeaker Verification	—Unverified
結合I-Vector 及深層神經網路之語者驗證系統 (Text-independent Speaker Verification using a Hybrid I-Vector/DNN Approach) [In Chinese]	Oct 1, 2013	Action DetectionSpeaker Recognition	—Unverified
結合關鍵詞驗證及語者驗證之雲端身份驗證系統 (A Cloud Speaker Authentication System Based on Keyword Verification and Speaker Verification) [In Chinese]	Oct 1, 2013	Speaker Verification	—Unverified
Robust Support Vector Machines for Speaker Verification Task	Jun 12, 2013	Dimensionality ReductionSpeaker Verification	—Unverified
Analyse en Composante Principale pour l'extraction des i-vecteurs en v\'erification du locuteur (Principal Component Analysis for i-vector extraction in speaker verification.) [in French]	Jun 1, 2012	Dimensionality ReductionSpeaker Verification	—Unverified
Segmentation et Regroupement en Locuteurs d'une collection de documents audio (Cross-show speaker diarization) [in French]	Jun 1, 2012	speaker-diarizationSpeaker Diarization	—Unverified
V\'erification du locuteur : variations de performance (Speaker verification : results variation) [in French]	Jun 1, 2012	Speaker Verification	—Unverified
Speaker Comparison with Inner Product Discriminant Functions	Dec 1, 2009	ClusteringSpeaker Recognition	—Unverified

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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