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

Table 2

Top-1 and top-5 test accuracy of deeper networks on the NEU dataset.

	Top-1 acc. (%)	Top-5 acc. (%)
ResNet	95.09	100.00
ResNet + MIAM	96.36	100.00
EffNet	94.81	100.00
EffNet + MIAM	95.83	100.00
MobileNet	95.57	100.00
MobileNet + MIAM	96.04	100.00
ILCS (ours)	97.50	100.00

The bold values are the ablation experimental results of our attention block and the Top1 accuracy and top5 accuracy of our ILC in the dataset.