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Speaker Verification on VoxCeleb1 Cleaned (Extended)

0.48EER (%)

ECAPA-TDNN (C=512)

Updated 4d ago

Evaluation Results

Method
ECAPA-TDNN (C=512) 2025.12	0.48	-	-	-
LAP (h=16) + ASTP 2025.12	0.5	-	0.055	0.032
ReDimNet-B6_SF2 2024.07	0.53	0.051	-	-
ReDimNet-B6_SF2 2024.07	0.55	0.052	-	-
ReDimNet-B5_SF2 2024.07	0.59	0.057	-	-
ReDimNet-B5_SF2 2024.07	0.61	0.062	-	-
ECAPA2 2024.07	0.62	0.066	-	-
ReDimNet-B4 2024.07	0.64	0.067	-	-
ReDimNet-B4 2024.07	0.68	0.073	-	-
ReDimNet-B3 2024.07	0.69	0.072	-	-
ResNet293 2024.07	0.71	0.072	-	-
ReDimNet-B3 2024.07	0.73	0.079	-	-
ReDimNet-B2_SF2 2024.07	0.74	0.078	-	-
ReDimNet-B2_SF2 2024.07	0.76	0.082	-	-
DF-ResNet233 2024.07	0.76	0.083	-	-
LAP (h=12) + ASTP 2025.12	0.77	-	0.087	0.046
MHFA (64 heads) 2025.12	0.79	-	0.089	0.05
MHFA (64 heads) 2025.12	0.8	-	0.084	0.049
Gemini DF-ResNet183 2024.07	0.81	0.09	-	-
DBE (C=512) 2025.12	0.81	-	0.091	-
CAM++ 2024.07	0.85	0.095	-	-
Gemini DF-ResNet114 2024.07	0.86	0.097	-	-
ReDimNet-B1 2024.07	0.89	0.096	-	-
LAP (h=12) + ASTP 2025.12	0.89	-	0.095	0.056
ResNet34 2024.07	0.93	0.104	-	-
ECAPA-TDNN (C=512) 2025.12	0.93	-	-	-
ReDimNet-B1 2024.07	0.97	0.104	-	-
ECAPA-TDNN (C=512)† 2025.12	1.01	-	0.107	0.062
NeXt-TDNN-1 (C=256, B=3) 2024.07	1.04	0.116	-	-
NeXt-TDNN (C=256, B=3) 2024.07	1.04	0.115	-	-
NeXt-TDNN (C=256, B=3) 2025.12	1.04	-	0.115	-
Gemini DF-ResNet60 2024.07	1.05	0.116	-	-
DF-ResNet56 2024.07	1.09	0.122	-	-
MHFA 2025.12	1.09	-	0.117	0.068
ECAPA-TDNN (C=1024) 2025.12	1.12	-	0.132	-
ECAPA (C=1024) 2024.07	1.13	0.117	-	-
NeXt-TDNN (C=128, B=3) 2024.07	1.17	0.126	-	-
ReDimNet-B0 2024.07	1.18	0.121	-	-
ECAPA (C=512) 2024.07	1.21	0.129	-	-
NeXt-TDNN-1 (C=128, B=3) 2024.07	1.24	0.133	-	-
ReDimNet-B0 2024.07	1.25	0.132	-	-
x-vector† 2025.12	1.87	-	0.264	0.138
x-vector† 2025.12	1.99	-	0.275	0.147
x-vector† 2025.12	2.35	-	0.293	0.159
x-vector† 2025.12	3.94	-	0.399	0.255