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 426–450 of 746 papers

Title	Date	Tasks	Status	Hype
Adversarial Sample Detection for Speaker Verification by Neural Vocoders	Jul 1, 2021	Speaker Verification	CodeCode Available	1
An Integrated Framework for Two-pass Personalized Voice Trigger	Jun 30, 2021	Keyword SpottingMulti-Task Learning	—Unverified	0
Phoneme-aware and Channel-wise Attentive Learning for Text DependentSpeaker Verification	Jun 25, 2021	Multi-Task LearningSpeaker Verification	—Unverified	0
Adaptive Margin Circle Loss for Speaker Verification	Jun 15, 2021	Speaker Verification	—Unverified	0
Voting for the right answer: Adversarial defense for speaker verification	Jun 15, 2021	Adversarial DefenseSpeaker Verification	CodeCode Available	0
Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing	Jun 11, 2021	Speaker VerificationVoice Anti-spoofing	CodeCode Available	0
Relational Data Selection for Data Augmentation of Speaker-dependent Multi-band MelGAN Vocoder	Jun 10, 2021	Data AugmentationSpeaker Verification	—Unverified	0
An Attribute-Aligned Strategy for Learning Speech Representation	Jun 5, 2021	AttributeEmotion Recognition	—Unverified	0
An objective evaluation of the effects of recording conditions and speaker characteristics in multi-speaker deep neural speech synthesis	Jun 3, 2021	Speaker VerificationSpeech Synthesis	—Unverified	0
Speaker verification-derived loss and data augmentation for DNN-based multispeaker speech synthesis	Jun 3, 2021	Data AugmentationSpeaker Verification	—Unverified	0
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning	Jun 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Attack on practical speaker verification system using universal adversarial perturbations	May 19, 2021	Real-World Adversarial AttackRoom Impulse Response (RIR)	CodeCode Available	1
X-Vectors with Multi-Scale Aggregation for Speaker Diarization	May 16, 2021	speaker-diarizationSpeaker Diarization	—Unverified	0
Study on the temporal pooling used in deep neural networks for speaker verification	May 10, 2021	Speaker Verification	—Unverified	0
Speaker Verification Experiments for Adults and Children Using Shared Embedding Spaces	May 1, 2021	Speaker Verification	—Unverified	0
Personalized Keyphrase Detection using Speaker and Environment Information	Apr 28, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Protecting gender and identity with disentangled speech representations	Apr 22, 2021	Privacy PreservingRepresentation Learning	—Unverified	0
Best Practices for Noise-Based Augmentation to Improve the Performance of Deployable Speech-Based Emotion Recognition Systems	Apr 18, 2021	Adversarial AttackAutomatic Speech Recognition	—Unverified	0
Continual Learning for Fake Audio Detection	Apr 15, 2021	Continual LearningKnowledge Distillation	—Unverified	0
Learning Metrics from Mean Teacher: A Supervised Learning Method for Improving the Generalization of Speaker Verification System	Apr 14, 2021	Speaker Verification	—Unverified	0
The DKU System Description for The Interspeech 2021 Auto-KWS Challenge	Apr 11, 2021	Dynamic Time WarpingKeyword Spotting	—Unverified	0
Graph Attention Networks for Anti-Spoofing	Apr 8, 2021	Graph AttentionSpeaker Verification	—Unverified	0
Adapting Speaker Embeddings for Speaker Diarisation	Apr 7, 2021	ClusteringDimensionality Reduction	—Unverified	0
Siamese Neural Network with Joint Bayesian Model Structure for Speaker Verification	Apr 7, 2021	Binary Classificationfeature selection	—Unverified	0
Binary Neural Network for Speaker Verification	Apr 6, 2021	BinarizationQuantization	—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