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
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification	Sep 13, 2023	Metric LearningMulti-Task Learning	—Unverified
Weakly Supervised PLDA Training	Sep 27, 2016	Speaker Verification	—Unverified
When Automatic Voice Disguise Meets Automatic Speaker Verification	Sep 15, 2020	MiscellaneousSpeaker Verification	—Unverified
Whispered and Lombard Neural Speech Synthesis	Jan 13, 2021	Speaker VerificationSpeech Synthesis	—Unverified
Why Did the x-Vector System Miss a Target Speaker? Impact of Acoustic Mismatch Upon Target Score on VoxCeleb Data	Aug 11, 2020	BIG-bench Machine LearningSpeaker Verification	—Unverified
Why does Self-Supervised Learning for Speech Recognition Benefit Speaker Recognition?	Apr 27, 2022	Self-Supervised LearningSpeaker Recognition	—Unverified
x-vectors meet emotions: A study on dependencies between emotion and speaker recognition	Feb 12, 2020	Emotion ClassificationEmotion Recognition	—Unverified
X-Vectors with Multi-Scale Aggregation for Speaker Diarization	May 16, 2021	speaker-diarizationSpeaker Diarization	—Unverified
You Are What You Say: Exploiting Linguistic Content for VoicePrivacy Attacks	Jun 11, 2025	Language ModelingLanguage Modelling	—Unverified
ELP-Adapters: Parameter Efficient Adapter Tuning for Various Speech Processing Tasks	Jul 28, 2024	Emotion Recognitionparameter-efficient fine-tuning	—Unverified
Zero-Shot Multi-Lingual Speaker Verification in Clinical Trials	Apr 2, 2024	Speaker Verification	—Unverified
Automatic Voice Identification after Speech Resynthesis using PPG	Aug 5, 2024	ResynthesisSpeaker Verification	—Unverified
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models	Jun 10, 2025	Backdoor AttackKeyword Spotting	—Unverified
3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and Diarization	Mar 29, 2024	Self-Supervised Learningspeaker-diarization	—Unverified
使用性別資訊於語者驗證系統之研究與實作 (A study and implementation on Speaker Verification System using Gender Information) [In Chinese]	Oct 1, 2018	Speaker Verification	—Unverified
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge	Aug 30, 2024	DeepFake DetectionFace Swapping	—Unverified
ACE-VC: Adaptive and Controllable Voice Conversion using Explicitly Disentangled Self-supervised Speech Representations	Feb 16, 2023	Self-Supervised LearningSpeaker Verification	—Unverified
結合關鍵詞驗證及語者驗證之雲端身份驗證系統 (A Cloud Speaker Authentication System Based on Keyword Verification and Speaker Verification) [In Chinese]	Oct 1, 2013	Speaker Verification	—Unverified
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments	Jun 17, 2025	DenoisingSpeaker Recognition	—Unverified
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings	Jul 30, 2020	Speaker Verification	—Unverified
A comparative study of several parameterizations for speaker recognition	Feb 24, 2022	QuantizationSpeaker Recognition	—Unverified
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness	Apr 27, 2024	Face RecognitionFairness	—Unverified
A Comparison of Features for Replay Attack Detection	Dec 12, 2019	Speaker Verification	—Unverified
Acoustic Scene Classification Using Fusion of Attentive Convolutional Neural Networks for DCASE2019 Challenge	Jul 13, 2019	Acoustic Scene ClassificationScene Classification	—Unverified
Active Voice Authentication	Apr 25, 2020	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