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 601–625 of 746 papers

Title	Date	Tasks	Status
An End-to-End Text-independent Speaker Verification Framework with a Keyword Adversarial Network	Aug 6, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification	Apr 19, 2020	Speaker VerificationSpeech Synthesis	—Unverified
An improved uncertainty propagation method for robust i-vector based speaker recognition	Feb 15, 2019	Speaker RecognitionSpeaker Verification	—Unverified
An Integrated Framework for Two-pass Personalized Voice Trigger	Jun 30, 2021	Keyword SpottingMulti-Task Learning	—Unverified
An Investigation of Reprogramming for Cross-Language Adaptation in Speaker Verification Systems	Nov 18, 2024	Speaker Verification	—Unverified
An objective evaluation of the effects of recording conditions and speaker characteristics in multi-speaker deep neural speech synthesis	Jun 3, 2021	Speaker VerificationSpeech Synthesis	—Unverified
Anti-spoofing Methods for Automatic SpeakerVerification System	May 24, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck	Apr 4, 2022	Speaker Verificationtext-to-speech	—Unverified
An Ultra-low Power RNN Classifier for Always-On Voice Wake-Up Detection Robust to Real-World Scenarios	Mar 8, 2021	Action DetectionActivity Detection	—Unverified
基於數字文本相關之語者驗證系統的研究與實作 (Study and Implementation on Digit-related Speaker Verification) [In Chinese]	Oct 1, 2018	Speaker RecognitionSpeaker Verification	—Unverified
基於鑑別式自編碼解碼器之錄音回放攻擊偵測系統 (A Replay Spoofing Detection System Based on Discriminative Autoencoders) [In Chinese]	Nov 1, 2017	Speaker Verification	—Unverified
Application of ASV for Voice Identification after VC and Duration Predictor Improvement in TTS Models	Jun 27, 2024	Speaker Verificationtext-to-speech	—Unverified
Application of Knowledge Distillation to Multi-task Speech Representation Learning	Oct 29, 2022	Keyword SpottingKnowledge Distillation	—Unverified
A Practical Guide to Logical Access Voice Presentation Attack Detection	Jan 10, 2022	Artifact DetectionSpeaker Verification	—Unverified
A Preliminary Exploration with GPT-4o Voice Mode	Feb 14, 2025	Age ClassificationAudio Deepfake Detection	—Unverified
A privacy-preserving method using secret key for convolutional neural network-based speech classification	Oct 6, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge	Aug 19, 2024	DeepFake DetectionFace Swapping	—Unverified
As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research	Aug 24, 2024	Speaker Verification	—Unverified
A Spoofing Benchmark for the 2018 Voice Conversion Challenge: Leveraging from Spoofing Countermeasures for Speech Artifact Assessment	Apr 23, 2018	BenchmarkingSpeaker Verification	—Unverified
A Study on Angular Based Embedding Learning for Text-independent Speaker Verification	Aug 12, 2019	Speaker RecognitionSpeaker Verification	—Unverified
A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing	May 22, 2018	Speaker Verification	—Unverified
ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech	Feb 11, 2021	Speaker VerificationSpeech Synthesis	—Unverified
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection	Sep 1, 2021	Face SwappingSpeaker Verification	—Unverified
ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale	Aug 16, 2024	Face SwappingSpeaker Verification	—Unverified
ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech	Feb 13, 2025	Adversarial AttackAdversarial Attack Detection	—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