On June 7th, 2022, Roman Sizyakin achieved his postgraduate doctoral degree with his work on Deep Learning Methods for Crack Detection and Image Restoration with Application to Digitized Paintings under the supervision of Professor Aleksandra Pizurica and Professor Viacheslav Voronin.