Research Article

ILCS: An Improved Lightweight Convolution Structure and Mixed Interactive Attention for Steel Surface Defect Classification

Algorithm 1

The classification model based on ILCS.
(i)Input: Defect image dataset , where , is the total training dataset, and represents the number of defect categories.
Output: Defect category , where
(1) Preprocessing of : horizontal flip, random clipping, Gaussian blur;
(2)
(3)for in do
(4)  ;
(5)  ;// in equation (6)
(6)  ;// in equation (4)
(7)  ;// in equation (8)
(8)   = ;
(9)   = argmax ;//argmax() is a function of python
(10)  ;
(11)return Y;