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
Bayesian x-vector: Bayesian Neural Network based x-vector System for Speaker Verification	Apr 8, 2020	Speaker Verification	—Unverified
Improving Multi-Scale Aggregation Using Feature Pyramid Module for Robust Speaker Verification of Variable-Duration Utterances	Apr 7, 2020	Speaker VerificationText-Independent Speaker Verification	—Unverified
Neural i-vectors	Apr 3, 2020	Speaker RecognitionSpeaker Verification	—Unverified
Deep Generative Variational Autoencoding for Replay Spoof Detection in Automatic Speaker Verification	Mar 21, 2020	Speaker Verification	—Unverified
Improving Embedding Extraction for Speaker Verification with Ladder Network	Mar 20, 2020	Speaker Verification	—Unverified
Defense against adversarial attacks on spoofing countermeasures of ASV	Mar 6, 2020	Speaker Verification	—Unverified
LONG RANGE ACOUSTIC AND DEEP FEATURES PERSPECTIVE ON ASVSPOOF 2019	Feb 20, 2020	Speaker Verification	—Unverified
Multi-Task Siamese Neural Network for Improving Replay Attack Detection	Feb 16, 2020	Multi-Task LearningSpeaker Verification	—Unverified
Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances	Feb 14, 2020	Speaker RecognitionSpeaker Verification	—Unverified
Comparison of user models based on GMM-UBM and i-vectors for speech, handwriting, and gait assessment of Parkinson's disease patients	Feb 13, 2020	Speaker Verification	—Unverified
x-vectors meet emotions: A study on dependencies between emotion and speaker recognition	Feb 12, 2020	Emotion ClassificationEmotion Recognition	—Unverified
LEAP System for SRE19 CTS Challenge -- Improvements and Error Analysis	Feb 7, 2020	Speaker RecognitionSpeaker Verification	—Unverified
A Speaker Verification Backend for Improved Calibration Performance across Varying Conditions	Feb 5, 2020	Speaker Verification	CodeCode Available
MCSAE: Masked Cross Self-Attentive Encoding for Speaker Embedding	Jan 28, 2020	Speaker Verification	—Unverified
Multi-task Learning for Speaker Verification and Voice Trigger Detection	Jan 26, 2020	Multi-Task LearningSpeaker Recognition	—Unverified
Learning Speaker Embedding with Momentum Contrast	Jan 7, 2020	Representation LearningSpeaker Verification	CodeCode Available
Short-duration Speaker Verification (SdSV) Challenge 2021: the Challenge Evaluation Plan	Dec 13, 2019	Speaker RecognitionSpeaker Verification	—Unverified
A Comparison of Features for Replay Attack Detection	Dec 12, 2019	Speaker Verification	—Unverified
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
Powerful Speaker Embedding Training Framework by Adversarially Disentangled Identity Representation	Nov 27, 2019	Speaker Verification	—Unverified
A discriminative condition-aware backend for speaker verification	Nov 26, 2019	Speaker Verification	—Unverified
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
Deep learning methods in speaker recognition: a review	Nov 14, 2019	Deep LearningSpeaker Recognition	—Unverified
Evaluating Voice Conversion-based Privacy Protection against Informed Attackers	Nov 10, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Adversarial Attacks on GMM i-vector based Speaker Verification Systems	Nov 8, 2019	Speaker Verification	CodeCode Available

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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