{"title":"Efficiency Analysis of Deep Metric Learning for Visual Geolocalisation in Urban Area","authors":"A. A. Kishkun, A. Veselov","doi":"10.1109/WECONF.2018.8604410","DOIUrl":null,"url":null,"abstract":"The paper is devoted to the problem of visual geolocalisation in an urban area. A method of building recognition based on convolutional neural networks (CNN) is proposed. A set of deep metric learning algorithms is analyzed to improve the recognition performance. Experimental results on ZuBuD dataset demonstrate the benefits of applying deep metric learning in the problem of visual geolocalisation.","PeriodicalId":198958,"journal":{"name":"2018 Wave Electronics and its Application in Information and Telecommunication Systems (WECONF)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 Wave Electronics and its Application in Information and Telecommunication Systems (WECONF)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/WECONF.2018.8604410","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
The paper is devoted to the problem of visual geolocalisation in an urban area. A method of building recognition based on convolutional neural networks (CNN) is proposed. A set of deep metric learning algorithms is analyzed to improve the recognition performance. Experimental results on ZuBuD dataset demonstrate the benefits of applying deep metric learning in the problem of visual geolocalisation.