Corpus ID: 218720076

Classification of Industrial Control Systems screenshots using Transfer Learning

@article{BlancoMedina2020ClassificationOI,
  title={Classification of Industrial Control Systems screenshots using Transfer Learning},
  author={Pablo Blanco-Medina and Eduardo Fidalgo Fernandez and Enrique Alegre and Francisco J{\'a}{\~n}ez-Martino and Roberto A. Vasco-Carofilis and V'ictor Fidalgo Villar},
  journal={ArXiv},
  year={2020},
  volume={abs/2005.10098}
}
  • Pablo Blanco-Medina, Eduardo Fidalgo Fernandez, +3 authors V'ictor Fidalgo Villar
  • Published 2020
  • Computer Science
  • ArXiv
  • Industrial Control Systems depend heavily on security and monitoring protocols. Several tools are available for this purpose, which scout vulnerabilities and take screenshots from various control panels for later analysis. However, they do not adequately classify images into specific control groups, which can difficult operations performed by manual operators. In order to solve this problem, we use transfer learning with five CNN architectures, pre-trained on Imagenet, to determine which one… CONTINUE READING

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