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
Voice Biometrics Security: Extrapolating False Alarm Rate via Hierarchical Bayesian Modeling of Speaker Verification Scores	Nov 4, 2019	Speaker Verification	—Unverified
VoiceExtender: Short-utterance Text-independent Speaker Verification with Guided Diffusion Model	Oct 7, 2023	Speaker VerificationText-Independent Speaker Verification	—Unverified
VoiceID Loss: Speech Enhancement for Speaker Verification	Apr 7, 2019	Speaker VerificationSpeech Enhancement	—Unverified
Voice Mimicry Attacks Assisted by Automatic Speaker Verification	Jun 3, 2019	Speaker Verification	—Unverified
VoxAging: Continuously Tracking Speaker Aging with a Large-Scale Longitudinal Dataset in English and Mandarin	May 27, 2025	Speaker Verification	—Unverified
VoxBlink: A Large Scale Speaker Verification Dataset on Camera	Aug 14, 2023	Speaker RecognitionSpeaker Verification	—Unverified
VoxWatch: An open-set speaker recognition benchmark on VoxCeleb	Jun 30, 2023	Speaker IdentificationSpeaker Recognition	—Unverified
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
Margin-Mixup: A Method for Robust Speaker Verification in Multi-Speaker Audio	Apr 7, 2023	Speaker Verification	—Unverified
MCSAE: Masked Cross Self-Attentive Encoding for Speaker Embedding	Jan 28, 2020	Speaker Verification	—Unverified
MASTERKEY: Practical Backdoor Attack Against Speaker Verification Systems	Sep 13, 2023	Backdoor AttackSpeaker Verification	—Unverified
MASV: Speaker Verification with Global and Local Context Mamba	Dec 14, 2024	MambaSpeaker Verification	—Unverified
Memory-Efficient Training for Deep Speaker Embedding Learning in Speaker Verification	Dec 2, 2024	GPUQuantization	—Unverified
MFA: TDNN with Multi-scale Frequency-channel Attention for Text-independent Speaker Verification with Short Utterances	Feb 3, 2022	Speaker VerificationText-Independent Speaker Verification	—Unverified
MirasVoice: A bilingual (English-Persian) speech corpus	May 1, 2018	Speaker RecognitionSpeaker Verification	—Unverified
MIRNet: Learning multiple identities representations in overlapped speech	Aug 4, 2020	Rgb-T TrackingSpeaker 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