Detection of Microdefects in Fabric with Multifarious Patterns and Colors Using Deep Convolutional Neural Network

Table 6

Detection rates on validation samples and test samples.

Run ID		1	2	3	4	5	6	7	8	9	10	ACC
Validation accuracy (%)		91.66	92.11	92.84	93.15	92.58	92.70	92.75	93.23	92.68	92.93	92.66
Test accuracy (%)	Dirty marks	86.91	87.22	86.73	87.12	87.54	88.01	86.45	87.26	87.51	86.73	87.15
	Clip mark	86.52	88.71	87.38	85.82	89.07	89.15	89.46	90.05	85.75	90.15	88.21
	Broken yam	97.35	98.44	98.12	98.32	97.96	98.02	98.73	98.16	98.01	97.79	98.09
	Defect-free	96.44	97.58	97.36	97.48	96.62	96.49	96.94	97.70	97.01	97.73	97.14