Table 7.

Classification performance of three CNNs on the surface defect data set of roller (%).

	CQ	CC	CI	CSc	CSt		Precision	micro-F1
ResNet-50	93.75	96.25	100.00	100.00	100.00		98.46 ± 0.017	98.381
Inception v3	97.50	96.88	100.00	100.00	100.00		99.09 ± 0.008	99.055
MSF-Net	98.13	98.75	100.00	100.00	100.00		99.29 ± 0.006	99.301
	EFQ	EFC	EFI	EFSc	EFSt	EFSF	Recall	macro-F1
ResNet-50	95.42	97.71	100.00	100.00	100.00	98.96	98.44 ± 0.022	98.367
Inception v3	97.92	97.29	100.00	100.00	100.00	99.79	99.06 ± 0.013	99.051
MSF-Net	98.33	97.50	100.00	100.00	100.00	99.58	99.29 ± 0.009	99.298