Corrosion Detection with Computer Vision and Deep Learning Achilleas Matthaiou Diploma Thesis School of Naval Architecture and Marine Engineering National Technical University of Athens Supervisor: Assistant Prof. George Papalambrou Committee Member : Prof . M. S. Samuelidis Committee Member : Prof . G. Zarafonitis 2021 March