Following links may useful.

http://faculty.neu.edu.cn/yunhyan/NEU_surface_defect_database.html

http://homepages.inf.ed.ac.uk/rbf/CVonline/Imagedbase.htm

Use MNIST data sets, or ImageNet data sets. They are most famous.

Dear Alireza Kanani,

Look the link, maybe useful.

Data Web Of Science Dataset

https://www.analyticsvidhya.com/blog/2018/07/top-10-pretrained-models-get-started-deep-learning-part-1-computer-vision/

Regards,

Shafagat