Automatic Fabric Defect Detection Based on an Improved YOLOv5

Table 4

Comparisons of different fabric defect detection algorithms on the TILDA database.

	AUC	mAP
OurNet [41]	0.866	0.301
OurNet-VGG16	0.912	0.346
OurNet-ResNet	0.926	0.382
Jing et al. [40]	0.958	0.411
YOLOv5 [29]	0.970	0.442
Faster-RCNN [34]	0.972	0.443
Student network	0.965	0.428
Teacher network	0.988	0.451