4.1 Faster RCNN model
Based on SPPnet and Fast RCNN, Ren, S. et al. [21]introduced a region proposal network (RPN). RPN shares full image convolution features with the detection network. As shown in Figure 5, Fater RCNN completes the surface defect recognition and classification by three processes: feature extraction, extraction of suggestion frames and classification.