{"title":"平面图和遗产地分割:一种非平衡数据集的方法","authors":"Sujith Gunjur Umapathy, Alexander I. Iliev","doi":"10.55630/dipp.2022.12.17","DOIUrl":null,"url":null,"abstract":": To identify structural deficiencies, floorplan digitization is essential for legacy buildings, and historically significant and culturally rich sites. However, these technologies heavily depend on vector graphics. For an efficient and economical solution, we present an approach with multi-loss functions to handle unbalanced classes in floorplans using U-Net architecture.","PeriodicalId":268414,"journal":{"name":"Digital Presentation and Preservation of Cultural and Scientific Heritage","volume":"6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Segmentation of Floorplans and Heritage Sites: An Approach to Unbalanced Dataset\",\"authors\":\"Sujith Gunjur Umapathy, Alexander I. Iliev\",\"doi\":\"10.55630/dipp.2022.12.17\",\"DOIUrl\":null,\"url\":null,\"abstract\":\": To identify structural deficiencies, floorplan digitization is essential for legacy buildings, and historically significant and culturally rich sites. However, these technologies heavily depend on vector graphics. For an efficient and economical solution, we present an approach with multi-loss functions to handle unbalanced classes in floorplans using U-Net architecture.\",\"PeriodicalId\":268414,\"journal\":{\"name\":\"Digital Presentation and Preservation of Cultural and Scientific Heritage\",\"volume\":\"6 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-09-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Digital Presentation and Preservation of Cultural and Scientific Heritage\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.55630/dipp.2022.12.17\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Digital Presentation and Preservation of Cultural and Scientific Heritage","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.55630/dipp.2022.12.17","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Segmentation of Floorplans and Heritage Sites: An Approach to Unbalanced Dataset
: To identify structural deficiencies, floorplan digitization is essential for legacy buildings, and historically significant and culturally rich sites. However, these technologies heavily depend on vector graphics. For an efficient and economical solution, we present an approach with multi-loss functions to handle unbalanced classes in floorplans using U-Net architecture.
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