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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 401–410 of 746 papers

Title	Date	Tasks	Status	Hype
The Royalflush System for VoxCeleb Speaker Recognition Challenge 2022	Sep 19, 2022	ClusteringDomain Adaptation	—Unverified	0
The SpeakIn Speaker Verification System for Far-Field Speaker Verification Challenge 2022	Sep 23, 2022	Speaker VerificationTask 2	—Unverified	0
The SpeakIn System Description for CNSRC2022	Sep 22, 2022	RetrievalSpeaker Recognition	—Unverified	0
The SVASR System for Text-dependent Speaker Verification (TdSV) AAIC Challenge 2024	Nov 25, 2024	Speaker VerificationText-Dependent Speaker Verification	—Unverified	0
The SYSU System for the Interspeech 2015 Automatic Speaker Verification Spoofing and Countermeasures Challenge	Jul 24, 2015	Speaker VerificationSpeech Synthesis	—Unverified	0
The UPC Speaker Verification System Submitted to VoxCeleb Speaker Recognition Challenge 2020 (VoxSRC-20)	Oct 27, 2020	Binary ClassificationSpeaker Recognition	—Unverified	0
The Vicomtech Spoofing-Aware Biometric System for the SASV Challenge	Apr 4, 2022	Self-Supervised LearningSpeaker Verification	—Unverified	0
The VoxCeleb Speaker Recognition Challenge: A Retrospective	Aug 27, 2024	Domain AdaptationSpeaker Recognition	—Unverified	0
Three-Stage Speaker Verification Architecture in Emotional Talking Environments	Sep 3, 2018	Speaker Verification	—Unverified	0
Tied Hidden Factors in Neural Networks for End-to-End Speaker Recognition	Dec 27, 2018	Speaker RecognitionSpeaker Verification	—Unverified	0

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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