Speaker Verification

Benchmarks

Dataset Name	SOTA Method	Metric
VoxCeleb1 with MUSAN noise (test)	NCMoE	EER1.91	187	4mo ago
VoxCeleb1 (Vox1-O)	W2V-BERT 2.0	EER0.14	160	16d ago
VoxCeleb1 (Vox1-H)	LoRA Adapter MFA	EER0.55	103	16d ago
VoxCeleb-E	LoRA Adapter MFA	EER0.27	95	16d ago
VoxCeleb1 (test)	CleanCodec@31.25	Cosine EER0.22	85	1mo ago
VoxCeleb1-O Cleaned (Original)	ReDimNet-B6_SF2	EER (%)0.37	61	2mo ago
VoxCeleb1 Hard Cleaned	ECAPA-TDNN (C=512)	EER0.0099	45	4mo ago
VoxCeleb1 Cleaned (Extended)	ECAPA-TDNN (C=512)	EER (%)0.48	45	4mo ago
Vox-H VoxCeleb2 (test)	E.-H. AM-Softmax	EER2.239	38	2mo ago
VoxCeleb2 O (test)	E.-H. AM-Softmax	EER1.005	38	2mo ago
CNCeleb	Attention back-end	EER8.93	38	18d ago
VoxCeleb1 with Nonspeech100 (test)	NCMoE	EER (%)2.19	36	4mo ago
VOiCES 5s-1s	DAME-GT-SW	EER15.53	30	4mo ago
VOiCES (s-avg)	DAME-GT-SW	EER10.25	30	4mo ago
VOiCES f-f		EER0.0393	30	4mo ago
LibriSpeech (test)		EER0.01	25	1mo ago
VoxCeleb1 hard (test)	RecXi	EER1.857	25	4mo ago
VoxCeleb1 extended (test)	H/ASP (AP+softmax)	EER1.07	25	4mo ago
VoxCeleb1-50	DRL-CLBA	Balanced Accuracy95.7	24	22d ago
AISHELL3 50	DRL-CLBA	Bayes Acceptance Rate97.55	24	22d ago
VoxCeleb 1 (verification)	WavLM Large	EER0.48	22	4mo ago
Evaluation Dataset	QT	xSVA44.2	21	1mo ago
VoxCeleb1 hard (H)	fwSE-ResNet-200	EER0.92	21	1mo ago
VoxCeleb1 extended	NeXt-TDNN-l(C=256, B=3)	EER1.04	21	1mo ago
NonverbalTTS NvS 1.0	wavlm-base-plus-sv	EER5.6	20	1mo ago

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