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 476–500 of 746 papers

Title	Date	Tasks	Status
Text-Independent Speaker Verification Using Long Short-Term Memory Networks	May 2, 2018	Speaker VerificationText-Independent Speaker Verification	—Unverified
Texture-based Presentation Attack Detection for Automatic Speaker Verification	Oct 8, 2020	Speaker Verification	—Unverified
The Ambiguous World of Emotion Representation	Sep 1, 2019	Face RecognitionSpeaker Verification	—Unverified
ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech	Nov 5, 2019	Person RecognitionSpeaker Verification	—Unverified
The Database and Benchmark for the Source Speaker Tracing Challenge 2024	Jun 7, 2024	Multi-Task LearningSpeaker Verification	—Unverified
The defender's perspective on automatic speaker verification: An overview	May 22, 2023	Speaker Verification	—Unverified
The DKU-DukeECE System for the Self-Supervision Speaker Verification Task of the 2021 VoxCeleb Speaker Recognition Challenge	Sep 7, 2021	Pseudo LabelRepresentation Learning	—Unverified
The DKU-MSXF Speaker Verification System for the VoxCeleb Speaker Recognition Challenge 2023	Aug 17, 2023	Domain AdaptationSemi-supervised Domain Adaptation	—Unverified
The DKU-OPPO System for the 2022 Spoofing-Aware Speaker Verification Challenge	Jul 15, 2022	Speaker Verification	—Unverified
The DKU System Description for The Interspeech 2021 Auto-KWS Challenge	Apr 11, 2021	Dynamic Time WarpingKeyword Spotting	—Unverified
The First VoicePrivacy Attacker Challenge Evaluation Plan	Oct 9, 2024	Speaker Verification	—Unverified
The First VoicePrivacy Attacker Challenge	Apr 19, 2025	Speaker Verification	—Unverified
The IDLAB VoxCeleb Speaker Recognition Challenge 2021 System Description	Sep 9, 2021	Speaker RecognitionSpeaker Verification	—Unverified
The JHU submission to VoxSRC-21: Track 3	Sep 28, 2021	ClusteringContrastive Learning	—Unverified
The NPU System for the 2020 Personalized Voice Trigger Challenge	Feb 26, 2021	Keyword SpottingSmall-Footprint Keyword Spotting	—Unverified
The PartialSpoof Database and Countermeasures for the Detection of Short Fake Speech Segments Embedded in an Utterance	Apr 11, 2022	Speaker VerificationSpeech Synthesis	—Unverified
The Phonexia VoxCeleb Speaker Recognition Challenge 2021 System Description	Sep 5, 2021	ClusteringContrastive Learning	—Unverified
The ReturnZero System for VoxCeleb Speaker Recognition Challenge 2022	Sep 21, 2022	Speaker RecognitionSpeaker Verification	—Unverified
The Royalflush System for VoxCeleb Speaker Recognition Challenge 2022	Sep 19, 2022	ClusteringDomain Adaptation	—Unverified
The SpeakIn Speaker Verification System for Far-Field Speaker Verification Challenge 2022	Sep 23, 2022	Speaker VerificationTask 2	—Unverified
The SpeakIn System Description for CNSRC2022	Sep 22, 2022	RetrievalSpeaker Recognition	—Unverified
The SVASR System for Text-dependent Speaker Verification (TdSV) AAIC Challenge 2024	Nov 25, 2024	Speaker VerificationText-Dependent Speaker Verification	—Unverified
The SYSU System for the Interspeech 2015 Automatic Speaker Verification Spoofing and Countermeasures Challenge	Jul 24, 2015	Speaker VerificationSpeech Synthesis	—Unverified
The UPC Speaker Verification System Submitted to VoxCeleb Speaker Recognition Challenge 2020 (VoxSRC-20)	Oct 27, 2020	Binary ClassificationSpeaker Recognition	—Unverified
The Vicomtech Spoofing-Aware Biometric System for the SASV Challenge	Apr 4, 2022	Self-Supervised LearningSpeaker 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