Table 6 Comparison of experimental results(Microsoft Malware Classification Challenge).

Model	accuracy	precision	Recall-mic	Recall-mac	F1 -mic	F1-mac	F1-wei	SPC	FPR	NPV	DE	Time
CNN	90.86	90.86	90.53	85.00	90.86	87.12	90.92	98.83	1.17	98.84	97.97	1197
CNN-SVM	93.92	93.92	93.92	91.49	93.92	91.65	93.95	99.22	0.78	99.22	98.65	1263
VIT	88.48	88.48	88.48	86.13	88.48	85.08	88.51	98.52	1.48	98.52	97.44	3162
Resnet50	97.53	97.53	97.53	95.91	97.53	95.97	97.53	99.68	0.32	99.68	99.45	1802
SE-Resnet	98.26	98.26	98.26	98.16	98.26	98.10	98.27	99.78	0.22	99.77	99.61	2185
CBAM-Resnet	97.80	97.81	97.81	97.68	97.81	97.63	97.80	99.72	0.28	99.72	99.51	2241
GCSA-Resnet	98.58	98.58	98.58	98.35	98.58	98.37	98.58	99.82	0.18	99.82	99.69	2413

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