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 601–625 of 746 papers

Title	Date	Tasks	Status	Hype
Feature Enhancement with Deep Feature Losses for Speaker Verification	Oct 25, 2019	DenoisingSpeaker Verification	CodeCode Available	0
Channel adversarial training for speaker verification and diarization	Oct 25, 2019	Speaker Verification	—Unverified	0
Self-supervised pre-training with acoustic configurations for replay spoofing detection	Oct 22, 2019	Speaker Verification	—Unverified	0
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verification	Oct 19, 2019	Speaker Verification	CodeCode Available	0
Frequency and temporal convolutional attention for text-independent speaker recognition	Oct 16, 2019	Speaker RecognitionSpeaker Verification	—Unverified	0
Non-native Speaker Verification for Spoken Language Assessment	Sep 30, 2019	Speaker Verification	—Unverified	0
Self-Adaptive Soft Voice Activity Detection using Deep Neural Networks for Robust Speaker Verification	Sep 26, 2019	Action DetectionActivity Detection	—Unverified	0
Ludwig: a type-based declarative deep learning toolbox	Sep 17, 2019	DecoderDeep Learning	CodeCode Available	3
Probing the Information Encoded in X-vectors	Sep 13, 2019	Data AugmentationSentence	—Unverified	0
The Ambiguous World of Emotion Representation	Sep 1, 2019	Face RecognitionSpeaker Verification	—Unverified	0
VAE-based Domain Adaptation for Speaker Verification	Aug 27, 2019	Domain AdaptationSpeaker Verification	—Unverified	0
A Study on Angular Based Embedding Learning for Text-independent Speaker Verification	Aug 12, 2019	Speaker RecognitionSpeaker Verification	—Unverified	0
Personal VAD: Speaker-Conditioned Voice Activity Detection	Aug 12, 2019	Action DetectionActivity Detection	CodeCode Available	0
Triplet Based Embedding Distance and Similarity Learning for Text-independent Speaker Verification	Aug 6, 2019	Speaker RecognitionSpeaker Verification	—Unverified	0
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network	Aug 6, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation	Aug 5, 2019	Domain AdaptationSpeaker Verification	—Unverified	0
V2S attack: building DNN-based voice conversion from automatic speaker verification	Aug 5, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
DELTA: A DEep learning based Language Technology plAtform	Aug 2, 2019	Abstractive Text SummarizationDeep Learning	CodeCode Available	0
Acoustic Scene Classification Using Fusion of Attentive Convolutional Neural Networks for DCASE2019 Challenge	Jul 13, 2019	Acoustic Scene ClassificationScene Classification	—Unverified	0
Speaker Recognition with Random Digit Strings Using Uncertainty Normalized HMM-based i-vectors	Jul 13, 2019	Speaker RecognitionSpeaker Verification	—Unverified	0
Deep Residual Neural Networks for Audio Spoofing Detection	Jun 30, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available	0
Unleashing the Unused Potential of I-Vectors Enabled by GPU Acceleration	Jun 20, 2019	CPUGPU	—Unverified	0
Spatial Pyramid Encoding with Convex Length Normalization for Text-Independent Speaker Verification	Jun 19, 2019	Speaker VerificationText-Independent Speaker Verification	—Unverified	0
Robust End-to-End Speaker Verification Using EEG	Jun 17, 2019	EEGElectroencephalogram (EEG)	—Unverified	0
rVAD: An Unsupervised Segment-Based Robust Voice Activity Detection Method	Jun 9, 2019	Action DetectionActivity Detection	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