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 51–75 of 746 papers

Title	Date	Tasks	Status	Hype
Backdoor Attack against Speaker Verification	Oct 22, 2020	Backdoor AttackClustering	CodeCode Available	1
Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein model	Aug 17, 2024	Adversarial AttackSpeaker Verification	CodeCode Available	1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure Systems	Apr 3, 2021	Data AugmentationMulti-Task Learning	CodeCode Available	1
Mitigating Unauthorized Speech Synthesis for Voice Protection	Oct 28, 2024	Data AugmentationFace Swapping	CodeCode Available	1
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing	Mar 18, 2022	Representation LearningSpeaker Verification	CodeCode Available	1
A Probabilistic Fusion Framework for Spoofing Aware Speaker Verification	Feb 10, 2022	Speaker Verification	CodeCode Available	1
Neural PLDA Modeling for End-to-End Speaker Verification	Aug 11, 2020	Speaker RecognitionSpeaker Verification	CodeCode Available	1
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker Verification	Dec 14, 2023	Speaker Verification	CodeCode Available	1
An initial investigation on optimizing tandem speaker verification and countermeasure systems using reinforcement learning	Feb 6, 2020	Reinforcement LearningSpeaker Verification	CodeCode Available	1
One-class learning towards generalized voice spoofing detection	Oct 27, 2020	Speaker Verificationtext-to-speech	CodeCode Available	1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker Embeddings	Jul 13, 2022	Age EstimationSpeaker Verification	CodeCode Available	1
Pairwise Discriminative Neural PLDA for Speaker Verification	Jan 20, 2020	Speaker Verification	CodeCode Available	1
An Unsupervised Autoregressive Model for Speech Representation Learning	Apr 5, 2019	General Classificationmodel	CodeCode Available	1
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment Utterances	Apr 4, 2021	Speaker Verification	CodeCode Available	1
Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer Learning	Aug 8, 2020	Speaker VerificationTransfer Learning	CodeCode Available	1
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection	Apr 14, 2019	Speaker Verification	CodeCode Available	1
A Comparison of Metric Learning Loss Functions for End-To-End Speaker Verification	Mar 31, 2020	Metric LearningSpeaker Verification	CodeCode Available	1
AutoSpeech: Neural Architecture Search for Speaker Recognition	May 7, 2020	image-classificationImage Classification	CodeCode Available	1
Bias in Automated Speaker Recognition	Jan 24, 2022	BIG-bench Machine LearningFace Recognition	CodeCode Available	1
Bts-e: Audio deepfake detection using breathing-talking-silence encoder	May 5, 2023	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	1
A Speaker Verification Backend with Robust Performance across Conditions	Feb 2, 2021	Speaker Verification	CodeCode Available	1
Cross-modal Audio-visual Co-learning for Text-independent Speaker Verification	Feb 22, 2023	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	1
CryCeleb: A Speaker Verification Dataset Based on Infant Cry Sounds	May 1, 2023	Speaker Verification	CodeCode Available	1
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations	Sep 1, 2021	Emotion ClassificationLanguage Modeling	CodeCode Available	1
Attack on practical speaker verification system using universal adversarial perturbations	May 19, 2021	Real-World Adversarial AttackRoom Impulse Response (RIR)	CodeCode Available	1

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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