Table 1.

Summary of defect datasets.

Dataset	Image Size (Pixels)	Crop Size (Pixels)	Training Size (Pixels)	Training Images	Validation Images	Test Images
Fabric A	800 × 600	600 × 600	512 × 512	39	10	59
Fabric B	800 × 600	800 × 600	512 × 512	28	7	32
Knitting dataset	760 × 600	600 × 600	512 × 512	59	16	166
Nano fiber dataset	1024 × 696	256 × 232	256 × 256	151	44	60