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 451–475 of 746 papers

Title	Date	Tasks	Status
The Phonexia VoxCeleb Speaker Recognition Challenge 2021 System Description	Sep 5, 2021	ClusteringContrastive Learning	—Unverified
Physiological-Physical Feature Fusion for Automatic Voice Spoofing Detection	Sep 1, 2021	Speaker VerificationSpeech Synthesis	—Unverified
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection	Sep 1, 2021	Face SwappingSpeaker Verification	—Unverified
Task-aware Warping Factors in Mask-based Speech Enhancement	Aug 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
FDN: Finite Difference Network with Hierarchical Convolutional Features for Text-independent Speaker Verification	Aug 18, 2021	RhythmSpeaker Verification	CodeCode Available
RW-Resnet: A Novel Speech Anti-Spoofing Model Using Raw Waveform	Aug 12, 2021	Speaker VerificationSynthetic Speech Detection	—Unverified
Analyzing Speaker Information in Self-Supervised Models to Improve Zero-Resource Speech Processing	Aug 2, 2021	Acoustic Unit DiscoveryLanguage Modeling	CodeCode Available
Practical Attacks on Voice Spoofing Countermeasures	Jul 30, 2021	Speaker Verification	—Unverified
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument sounds	Jul 24, 2021	Data AugmentationInstrument Recognition	CodeCode Available
Serialized Multi-Layer Multi-Head Attention for Neural Speaker Embedding	Jul 14, 2021	Speaker VerificationText-Independent Speaker Verification	—Unverified
Representation Learning to Classify and Detect Adversarial Attacks against Speaker and Speech Recognition Systems	Jul 9, 2021	Representation LearningSpeaker Identification	—Unverified
MACCIF-TDNN: Multi aspect aggregation of channel and context interdependence features in TDNN-based speaker verification	Jul 7, 2021	Speaker Verification	—Unverified
Multi-user VoiceFilter-Lite via Attentive Speaker Embedding	Jul 2, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
An Integrated Framework for Two-pass Personalized Voice Trigger	Jun 30, 2021	Keyword SpottingMulti-Task Learning	—Unverified
Phoneme-aware and Channel-wise Attentive Learning for Text DependentSpeaker Verification	Jun 25, 2021	Multi-Task LearningSpeaker Verification	—Unverified
Adaptive Margin Circle Loss for Speaker Verification	Jun 15, 2021	Speaker Verification	—Unverified
Voting for the right answer: Adversarial defense for speaker verification	Jun 15, 2021	Adversarial DefenseSpeaker Verification	CodeCode Available
Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing	Jun 11, 2021	Speaker VerificationVoice Anti-spoofing	CodeCode Available
Relational Data Selection for Data Augmentation of Speaker-dependent Multi-band MelGAN Vocoder	Jun 10, 2021	Data AugmentationSpeaker Verification	—Unverified
An Attribute-Aligned Strategy for Learning Speech Representation	Jun 5, 2021	AttributeEmotion Recognition	—Unverified
Speaker verification-derived loss and data augmentation for DNN-based multispeaker speech synthesis	Jun 3, 2021	Data AugmentationSpeaker Verification	—Unverified
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
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning	Jun 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
X-Vectors with Multi-Scale Aggregation for Speaker Diarization	May 16, 2021	speaker-diarizationSpeaker Diarization	—Unverified
Study on the temporal pooling used in deep neural networks for speaker verification	May 10, 2021	Speaker Verification	—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