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		<identifier>oai:zbc.uz.zgora.pl:86137</identifier>
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<dc:title xml:lang="pl"><![CDATA[Classification of high resolution satellite images using improved U-Net]]></dc:title>
<dc:creator><![CDATA[Wang, Yong]]></dc:creator>
<dc:creator><![CDATA[Zhang, Dongfang]]></dc:creator>
<dc:creator><![CDATA[Dai, Guangming]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[satellite image classification]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[deep learning]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[U-Net]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[spatial pyramid pooling]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[Satellite image classification is essential for many socio-economic and environmental applications of geographic information systems, including urban and regional planning, conservation and management of natural resources, etc. In this paper, we propose a deep learning architecture to perform the pixel-level understanding of high spatial resolution satellite images and apply it to image classification tasks.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[Specifically, we augment the spatial pyramid pooling module with image-level features encoding the global context, and integrate it into the U-Net structure. The proposed model solves the problem consisting in the fact that U-Net tends to lose object boundaries after multiple pooling operations. In our experiments, two public datasets are used to assess the performance of the proposed model. Comparison with the results from the published algorithms demonstrates the effectiveness of our approach.]]></dc:description>
<dc:publisher><![CDATA[Zielona Góra: Uniwersytet Zielonogórski]]></dc:publisher>
<dc:contributor><![CDATA[Kołodziej, Joanna - ed.]]></dc:contributor>
<dc:contributor><![CDATA[Pllana, Sabri - ed.]]></dc:contributor>
<dc:contributor><![CDATA[Vitabile , Salvatore - ed.]]></dc:contributor>
<dc:date><![CDATA[2020]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/86137/AMCS_2020_30_3_1.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/101229/edition/86137/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:86137]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, volume 30, number 3 (2020)]]></dc:source>
<dc:source xml:lang="pl"><![CDATA[https://www.amcs.uz.zgora.pl/?action=papers&issue=117]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:101229]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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