Instruments and Systems: Monitoring, Control, and Diagnostics Annotation << Back Convolutional Neural Networks for Image Classification YU.YU. GROMOV, P.I. KARASEV, R.L. KIRICHENKO, E.Z. TERLOEV The article discusses the most popular image classification neural networks. Various network architectures are described, as well as a measurement and comparison of the accuracy of work, the time of work and the resources expended. The features of networks are indicated. Keywords: image classification, convolution, neural networks, layer of neurons. DOI: 10.25791/pribor.8.2023.1430 Pp. 10-20.