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 101–125 of 746 papers

Title	Date	Tasks	Status	Hype	Score
Vibravox: A Dataset of French Speech Captured with Body-conduction Audio Sensors	Jul 16, 2024	Automatic Phoneme RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
Inconsistency Ranking-based Noisy Label Detection for High-quality Data	Dec 1, 2022	Metric LearningSpeaker Recognition	CodeCode Available	0	5
Multi-task learning improves synthetic speech detection	Apr 27, 2022	Multi-Task LearningSpeaker Verification	CodeCode Available	0	5
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification	May 3, 2018	QuantizationSpeaker Verification	CodeCode Available	0	5
On the Detection of Adaptive Adversarial Attacks in Speaker Verification Systems	Feb 11, 2022	Speaker Verification	CodeCode Available	0	5
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing	May 31, 2023	Speaker Verification	CodeCode Available	0	5
Adversarial Attacks on Spoofing Countermeasures of automatic speaker verification	Oct 19, 2019	Speaker Verification	CodeCode Available	0	5
Multiobjective Optimization Training of PLDA for Speaker Verification	Aug 25, 2018	Multiobjective OptimizationSpeaker Verification	CodeCode Available	0	5
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems	Jun 13, 2023	Adversarial AttackFace Swapping	CodeCode Available	0	5
Masked Proxy Loss For Text-Independent Speaker Verification	Nov 9, 2020	Metric LearningSpeaker Recognition	CodeCode Available	0	5
An Enhanced Res2Net with Local and Global Feature Fusion for Speaker Verification	May 22, 2023	Speaker Verification	CodeCode Available	0	5
On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verification	Sep 1, 2022	Speaker Verification	CodeCode Available	0	5
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language Models	Jul 9, 2024	coreference-resolutionCoreference Resolution	CodeCode Available	0	5
Long-term Conversation Analysis: Exploring Utility and Privacy	Jun 28, 2023	Action DetectionActivity Detection	CodeCode Available	0	5
Learning Speaker Embedding with Momentum Contrast	Jan 7, 2020	Representation LearningSpeaker Verification	CodeCode Available	0	5
Learning Speaker Embedding from Text-to-Speech	Oct 21, 2020	ClassificationDecoder	CodeCode Available	0	5
Adversarial Attacks on GMM i-vector based Speaker Verification Systems	Nov 8, 2019	Speaker Verification	CodeCode Available	0	5
An attention-based backend allowing efficient fine-tuning of transformer models for speaker verification	Oct 3, 2022	Self-Supervised LearningSpeaker Verification	CodeCode Available	0	5
Learning Repeatable Speech Embeddings Using An Intra-class Correlation Regularizer	Oct 25, 2023	Speaker Verification	CodeCode Available	0	5
The effect of speech pathology on automatic speaker verification -- a large-scale study	Apr 13, 2022	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	0	5
Integrated Parameter-Efficient Tuning for General-Purpose Audio Models	Nov 4, 2022	Genre classificationKeyword Spotting	CodeCode Available	0	5
KunquDB: An Attempt for Speaker Verification in the Chinese Opera Scenario	Mar 20, 2024	Domain AdaptationSpeaker Verification	CodeCode Available	0	5
Analyzing Speaker Information in Self-Supervised Models to Improve Zero-Resource Speech Processing	Aug 2, 2021	Acoustic Unit DiscoveryLanguage Modeling	CodeCode Available	0	5
Attentive Filtering Networks for Audio Replay Attack Detection	Oct 31, 2018	Speaker Verification	CodeCode Available	0	5
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal Fragments	Oct 28, 2022	Speaker Verification	CodeCode Available	0	5

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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