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High-performance scene classification in remote sensing imagery using a custom deep CNN architecture.

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Title: High-performance scene classification in remote sensing imagery using a custom deep CNN architecture.
Authors: Abdelmonem AM; Department of Electronics and Communications Engineering, Zagazig University, Zagazig, 44519, Egypt., Ata MM; School of Computational Sciences and Artificial Intelligence (CSAI), Zewail City of Science and Technology, October Gardens, 6th of October City, Giza, 12578, Egypt. momaher@zewailcity.edu.eg., Atey AA; EIAS Data Science Lab, College of Computer and Information Sciences, Prince Sultan University, 11586, Riyadh, Saudi Arabia., Shaalan AA; Department of Electronics and Communications Engineering, Zagazig University, Zagazig, 44519, Egypt., El-Sayed RA; Department of Electronics and Communications Engineering, Zagazig University, Zagazig, 44519, Egypt.
Source: Scientific reports [Sci Rep] 2026 Feb 09; Vol. 16 (1), pp. 5946. Date of Electronic Publication: 2026 Feb 09.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Abdelmonem+AM%22">Abdelmonem AM</searchLink>; Department of Electronics and Communications Engineering, Zagazig University, Zagazig, 44519, Egypt.<br /><searchLink fieldCode="AU" term="%22Ata+MM%22">Ata MM</searchLink>; School of Computational Sciences and Artificial Intelligence (CSAI), Zewail City of Science and Technology, October Gardens, 6th of October City, Giza, 12578, Egypt. momaher@zewailcity.edu.eg.<br /><searchLink fieldCode="AU" term="%22Atey+AA%22">Atey AA</searchLink>; EIAS Data Science Lab, College of Computer and Information Sciences, Prince Sultan University, 11586, Riyadh, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Shaalan+AA%22">Shaalan AA</searchLink>; Department of Electronics and Communications Engineering, Zagazig University, Zagazig, 44519, Egypt.<br /><searchLink fieldCode="AU" term="%22El-Sayed+RA%22">El-Sayed RA</searchLink>; Department of Electronics and Communications Engineering, Zagazig University, Zagazig, 44519, Egypt.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Feb 09; Vol. 16 (1), pp. 5946. <i>Date of Electronic Publication: </i>2026 Feb 09.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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        Value: 10.1038/s41598-025-34176-z
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              Text: 2026 Feb 09
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