Automatic Fabric Defect Detection Based on an Improved YOLOv5

Table 3

Comparisons of different fabric defect detection algorithms on the Tianchi AI database.

	AUC	mAP
OurNet [41]	0.787	0.104
OurNet-VGG16	0.848	0.288
OurNet-ResNet	0.882	0.311
Improved YOLOv3 [24]	0.927	0.372
Jing et al. [40]	0.932	0.382
YOLOv5 [29]	0.957	0.412
Faster-RCNN [34]	0.956	0.413
Student network	0.952	0.406
Teacher network	0.981	0.447