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 126–150 of 746 papers

Title	Date	Tasks	Status	Score
Multiobjective Optimization Training of PLDA for Speaker Verification	Aug 25, 2018	Multiobjective OptimizationSpeaker Verification	CodeCode Available	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	5
Pairwise Similarity Learning is SimPLE	Oct 13, 2023	Face RecognitionImage Retrieval	CodeCode Available	5
Analysis of impact of emotions on target speech extraction and speech separation	Aug 15, 2022	Speaker VerificationSpeech Extraction	CodeCode Available	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	5
a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verification	Mar 3, 2024	BenchmarkingSpeaker Verification	CodeCode Available	5
Long-term Conversation Analysis: Exploring Utility and Privacy	Jun 28, 2023	Action DetectionActivity Detection	CodeCode Available	5
Learning Speaker Embedding with Momentum Contrast	Jan 7, 2020	Representation LearningSpeaker Verification	CodeCode Available	5
Learning Repeatable Speech Embeddings Using An Intra-class Correlation Regularizer	Oct 25, 2023	Speaker Verification	CodeCode Available	5
Learning Speaker Embedding from Text-to-Speech	Oct 21, 2020	ClassificationDecoder	CodeCode Available	5
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems	Jun 13, 2023	Adversarial AttackFace Swapping	CodeCode Available	5
ASVspoof2019 vs. ASVspoof5: Assessment and Comparison	May 21, 2025	Speaker VerificationVoice Anti-spoofing	CodeCode Available	5
The effect of speech pathology on automatic speaker verification -- a large-scale study	Apr 13, 2022	Speaker VerificationText-Independent Speaker Verification	CodeCode Available	5
KunquDB: An Attempt for Speaker Verification in the Chinese Opera Scenario	Mar 20, 2024	Domain AdaptationSpeaker Verification	CodeCode Available	5
Integrated Parameter-Efficient Tuning for General-Purpose Audio Models	Nov 4, 2022	Genre classificationKeyword Spotting	CodeCode Available	5
Laugh Betrays You? Learning Robust Speaker Representation From Speech Containing Non-Verbal Fragments	Oct 28, 2022	Speaker Verification	CodeCode Available	5
Haha-Pod: An Attempt for Laughter-based Non-Verbal Speaker Verification	Sep 25, 2023	Speaker Verification	CodeCode Available	5
A study of the robustness of raw waveform based speaker embeddings under mismatched conditions	Oct 8, 2021	Speaker Verification	CodeCode Available	5
Aicyber at SemEval-2016 Task 4: i-vector based sentence representation	Jun 1, 2016	SentenceSentiment Analysis	CodeCode Available	5
Improving fairness in speaker verification via Group-adapted Fusion Network	Feb 23, 2022	FairnessSpeaker Recognition	CodeCode Available	5
Masked Proxy Loss For Text-Independent Speaker Verification	Nov 9, 2020	Metric LearningSpeaker Recognition	CodeCode Available	5
A Speaker Verification Backend for Improved Calibration Performance across Varying Conditions	Feb 5, 2020	Speaker Verification	CodeCode Available	5
Feature Enhancement with Deep Feature Losses for Speaker Verification	Oct 25, 2019	DenoisingSpeaker Verification	CodeCode Available	5
FDN: Finite Difference Network with Hierarchical Convolutional Features for Text-independent Speaker Verification	Aug 18, 2021	RhythmSpeaker Verification	CodeCode Available	5
ConvNeXt Based Neural Network for Audio Anti-Spoofing	Sep 14, 2022	image-classificationImage Classification	CodeCode Available	5

Show:10 25 50

← PrevPage 6 of 30Next →

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