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 501–525 of 746 papers

Title	Date	Tasks	Status	Hype
Multi-task Metric Learning for Text-independent Speaker Verification	Oct 21, 2020	Metric LearningSpeaker Verification	—Unverified	0
Learning Speaker Embedding from Text-to-Speech	Oct 21, 2020	ClassificationDecoder	CodeCode Available	0
Tongji University Undergraduate Team for the VoxCeleb Speaker Recognition Challenge2020	Oct 20, 2020	Data AugmentationDenoising	—Unverified	0
Exploring Universal Speech Attributes for Speaker Verification with an Improved Cross-stitch Network	Oct 13, 2020	AttributeSpeaker Verification	—Unverified	0
A Lightweight Speaker Recognition System Using Timbre Properties	Oct 12, 2020	GPUSpeaker Identification	—Unverified	0
Remarks on Optimal Scores for Speaker Recognition	Oct 10, 2020	Speaker IdentificationSpeaker Recognition	—Unverified	0
A Fully Tensorized Recurrent Neural Network	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	1
Texture-based Presentation Attack Detection for Automatic Speaker Verification	Oct 8, 2020	Speaker Verification	—Unverified	0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments	Oct 6, 2020	Action DetectionActivity Detection	—Unverified	0
Siamese Capsule Network for End-to-End Speaker Recognition In The Wild	Sep 28, 2020	Speaker RecognitionSpeaker Verification	—Unverified	0
Open-set Short Utterance Forensic Speaker Verification using Teacher-Student Network with Explicit Inductive Bias	Sep 21, 2020	Inductive BiasKnowledge Distillation	—Unverified	0
When Automatic Voice Disguise Meets Automatic Speaker Verification	Sep 15, 2020	MiscellaneousSpeaker Verification	—Unverified	0
Cross-domain Adaptation with Discrepancy Minimization for Text-independent Forensic Speaker Verification	Sep 5, 2020	DiversityDomain Adaptation	—Unverified	0
Speaker Representation Learning using Global Context Guided Channel and Time-Frequency Transformations	Sep 2, 2020	Representation LearningSpeaker Verification	—Unverified	0
NSYSU+CHT Speaker Verification System for Far-Field Speaker Verification Challenge 2020	Sep 1, 2020	Speaker Verification	—Unverified	0
Estimating Uniqueness of I-Vector Representation of Human Voice	Aug 27, 2020	Speaker RecognitionSpeaker Verification	—Unverified	0
Few Shot Text-Independent speaker verification using 3D-CNN	Aug 25, 2020	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
Using Multi-Resolution Feature Maps with Convolutional Neural Networks for Anti-Spoofing in ASV	Aug 20, 2020	Speaker Verification	—Unverified	0
Speaker-Utterance Dual Attention for Speaker and Utterance Verification	Aug 20, 2020	Speaker Verification	—Unverified	0
End-to-End Trainable Self-Attentive Shallow Network for Text-Independent Speaker Verification	Aug 14, 2020	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
Cross attentive pooling for speaker verification	Aug 13, 2020	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
Sum-Product Networks for Robust Automatic Speaker Identification	Aug 13, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification	Aug 13, 2020	Neural Architecture SearchSpeaker Verification	—Unverified	0
S-vectors and TESA: Speaker Embeddings and a Speaker Authenticator Based on Transformer Encoder	Aug 11, 2020	SentenceSpeaker Verification	—Unverified	0
Why Did the x-Vector System Miss a Target Speaker? Impact of Acoustic Mismatch Upon Target Score on VoxCeleb Data	Aug 11, 2020	BIG-bench Machine LearningSpeaker Verification	—Unverified	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