[4] [4] LIU Dong, YAGN Yongying, WANG Lin, et al. Microscopic scattering imaging measurement and digital evaluation system of defects for fine optical surface[J].Optics Communications, 2007, 278(2): 240-246.

[7] [7] WANG Kungjeng, HAO Fanjiang, LEE Yaxuan, A multiple-stage defect detection model by convolutional neural network[J]. Computers & Industrial Engineering, 2022, 168: 108096.

[15] [15] Makantasis K, Karantzalos K, Doulamis A, et al. Deep supervised learning for hyperspectral data classification through convolutional neural networks[C]// Geoscience & Remote Sensing Symposium.USA: IEEE, 2015: 4959-4962.

[16] [16] BANDHU A, ROY S S. Classifying multi-category imagesusing deep learning: a convolutional neural network model[C]//IEEE International Conference on Recent Trends in Electronics, Information & Communication Technology. Ban- galore: IEEE,2017: 915-919.

[18] [18] DING X, GUO Y, DING G, et al. ACNet: strengthening the kernel skeletons for powerful CNN via asymmetric convolution blocks[C]// International Conference on Computer Vision, USA: IEEE, 2019: 1911-1920.