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Machine-generated music detection on FakeMusicCaps

31.13MusicGen Accuracy

AASIST

Updated 15d ago

Evaluation Results

Method	Links
AASIST 2026.05		31.13	-	-	32.91	28.04	33.64	37.93	32.73
Spec-ViT 2026.05		21.02	-	-	32.91	12.11	21.42	25.78	22.65
MERT-AASIST 2026.05		19.67	-	-	26.95	19.89	21.27	28.58	23.27
W2V2-AASIST 2026.05		19.56	-	-	26.8	19.71	26.44	36.51	25.8
Spec-ConvNeXt 2026.05		15.78	-	-	30.4	11.42	15.24	32.4	21.05
SpecTTTra-γ 2026.05		13.42	-	-	30.91	9.13	13.24	28.33	19
SpecTTTra-β 2026.05		13.27	-	-	31.64	7.82	12.94	27.64	18.66
SpecTTTra-α 2026.05		11.6	-	-	31.45	7.24	10.29	27.56	17.63
MERT-AASIST† 2026.05		11.31	-	-	20.98	3.49	12.18	30.26	15.64
WPT-W2V2-AASIST 2026.05		10.84	-	-	27.31	4.62	10.44	34.84	17.61
W2V2-AASIST† 2026.05		7.78	-	-	20.87	2.87	6.66	19.13	11.46
MusicDET 2026.05		5.64	-	-	6.55	2.36	3.82	4.18	4.51
Class-Conditional MusicDET 2026.05		1.67	-	-	0.15	0.22	2.4	0.04	0.89
QSVM 2024.12		-	91.4	92.4	-	-	-	-	-
ResNet18 2024.12		-	92.4	92.4	-	-	-	-	-
VGG 2024.12		-	90.2	90.2	-	-	-	-	-
SeNet 2024.12		-	93	93	-	-	-	-	-
MobileNet 2024.12		-	96.8	96.8	-	-	-	-	-
CNN+LSTM 2024.12		-	91.6	91.7	-	-	-	-	-
ViT 2024.12		-	88.6	88.6	-	-	-	-	-
Mamba 2024.12		-	69	68.2	-	-	-	-	-
xLSTM 2024.12		-	81	81	-	-	-	-	-