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 551–575 of 746 papers

Title	Date	Tasks	Status
Improving on-device speaker verification using federated learning with privacy	Aug 6, 2020	Federated LearningMulti-Task Learning	—Unverified
Shouted Speech Compensation for Speaker Verification Robust to Vocal Effort Conditions	Aug 6, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
MIRNet: Learning multiple identities representations in overlapped speech	Aug 4, 2020	Rgb-T TrackingSpeaker Verification	—Unverified
Self-attention encoding and pooling for speaker recognition	Aug 3, 2020	Speaker RecognitionSpeaker Verification	—Unverified
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings	Jul 30, 2020	Speaker Verification	—Unverified
Self-Attentive Multi-Layer Aggregation with Feature Recalibration and Normalization for End-to-End Speaker Verification System	Jul 27, 2020	Speaker Verification	—Unverified
UIAI System for Short-Duration Speaker Verification Challenge 2020	Jul 26, 2020	Speaker VerificationText-Dependent Speaker Verification	—Unverified
Nonlinear ISA with Auxiliary Variables for Learning Speech Representations	Jul 25, 2020	Phoneme RecognitionSpeaker Verification	—Unverified
Optimization of data-driven filterbank for automatic speaker verification	Jul 21, 2020	Speaker Verification	—Unverified
SkipConvNet: Skip Convolutional Neural Network for Speech Dereverberation using Optimally Smoothed Spectral Mapping	Jul 17, 2020	DecoderSpeaker Verification	—Unverified
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization	Jul 15, 2020	Language ModellingSpeaker Verification	—Unverified
DNN Speaker Tracking with Embeddings	Jul 13, 2020	Speaker Verification	—Unverified
Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals	Jul 12, 2020	Speaker Verification	—Unverified
Federated Learning of User Authentication Models	Jul 9, 2020	Federated LearningPrivacy Preserving	—Unverified
Spot the conversation: speaker diarisation in the wild	Jul 2, 2020	Active Speaker DetectionSpeaker Verification	—Unverified
Investigating Robustness of Adversarial Samples Detection for Automatic Speaker Verification	Jun 11, 2020	Binary ClassificationData Augmentation	—Unverified
Integrated Replay Spoofing-aware Text-independent Speaker Verification	Jun 10, 2020	Multi-Task LearningSpeaker Identification	—Unverified
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning	Jun 5, 2020	Self-Supervised LearningSpeaker Verification	CodeCode Available
Design Choices for X-vector Based Speaker Anonymization	May 18, 2020	Speaker anonymizationSpeaker Verification	—Unverified
On Bottleneck Features for Text-Dependent Speaker Verification Using X-vectors	May 15, 2020	Contrastive LearningSpeaker Verification	—Unverified
Multi-Task Network for Noise-Robust Keyword Spotting and Speaker Verification using CTC-based Soft VAD and Global Query Attention	May 8, 2020	Action DetectionActivity Detection	—Unverified
Segment Aggregation for short utterances speaker verification using raw waveforms	May 7, 2020	Speaker Verification	CodeCode Available
Cross-modal Speaker Verification and Recognition: A Multilingual Perspective	Apr 28, 2020	Speaker RecognitionSpeaker Verification	—Unverified
Active Voice Authentication	Apr 25, 2020	Speaker Verification	—Unverified
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification	Apr 19, 2020	Speaker VerificationSpeech Synthesis	—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