Roman A. Mykolaichuk, Vladyslav Lavrynovych, A. Mykolaichuk, Tetiana Tymchenko, Iryna Somyk-Ponomarenko
{"title":"Image Segmentation in Loss Detection for Conservation and Restoration of Old Paintings","authors":"Roman A. Mykolaichuk, Vladyslav Lavrynovych, A. Mykolaichuk, Tetiana Tymchenko, Iryna Somyk-Ponomarenko","doi":"10.1109/ATIT50783.2020.9349254","DOIUrl":null,"url":null,"abstract":"Old paintings are usually characterized by presence of damaged areas. This article presents technologies and methods for detection of the loss on old paintings using image processing, image segmentation techniques, and convolutional neural network for detection of damaged parts on painting. Analysis of model prediction results allows us to estimate the effectiveness of techniques and technologies, applied in this research in automated loss estimation.","PeriodicalId":312916,"journal":{"name":"2020 IEEE 2nd International Conference on Advanced Trends in Information Theory (ATIT)","volume":"86 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE 2nd International Conference on Advanced Trends in Information Theory (ATIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ATIT50783.2020.9349254","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Old paintings are usually characterized by presence of damaged areas. This article presents technologies and methods for detection of the loss on old paintings using image processing, image segmentation techniques, and convolutional neural network for detection of damaged parts on painting. Analysis of model prediction results allows us to estimate the effectiveness of techniques and technologies, applied in this research in automated loss estimation.