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YOLO-based real-time floating debris counting in urban rivers for flood monitoring and water resource management.

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Title: YOLO-based real-time floating debris counting in urban rivers for flood monitoring and water resource management.
Authors: Shukri S; Faculty of Electrical Engineering & Technology (FKTE), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia., Kamarudin LM; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia. latifahmunirah@unimap.edu.my.; Faculty of Intelligent Computing (FKC), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia. latifahmunirah@unimap.edu.my.; Faculty of Engineering, Graduate Faculty of Interdisciplinary Research, University of Yamanashi, Kofu, Japan. latifahmunirah@unimap.edu.my., Zuel Azwar AH; Faculty of Electronic Engineering & Technology (FKTEN), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia., Azmi N; Faculty of Intelligent Computing (FKC), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia., Zakaria A; Faculty of Electrical Engineering & Technology (FKTE), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia., Ali Yeon AS; Faculty of Electrical Engineering & Technology (FKTE), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia., Syed Zakaria SMM; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia.; Faculty of Electronic Engineering & Technology (FKTEN), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia., Visvanathan R; Faculty of Electronic Engineering & Technology (FKTEN), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.
Source: Environmental monitoring and assessment [Environ Monit Assess] 2026 Feb 19; Vol. 198 (3), pp. 232. Date of Electronic Publication: 2026 Feb 19.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Netherlands NLM ID: 8508350 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-2959 (Electronic) Linking ISSN: 01676369 NLM ISO Abbreviation: Environ Monit Assess Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: YOLO-based real-time floating debris counting in urban rivers for flood monitoring and water resource management.
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  Data: <searchLink fieldCode="AU" term="%22Shukri+S%22">Shukri S</searchLink>; Faculty of Electrical Engineering & Technology (FKTE), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.<br /><searchLink fieldCode="AU" term="%22Kamarudin+LM%22">Kamarudin LM</searchLink>; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia. latifahmunirah@unimap.edu.my.; Faculty of Intelligent Computing (FKC), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia. latifahmunirah@unimap.edu.my.; Faculty of Engineering, Graduate Faculty of Interdisciplinary Research, University of Yamanashi, Kofu, Japan. latifahmunirah@unimap.edu.my.<br /><searchLink fieldCode="AU" term="%22Zuel+Azwar+AH%22">Zuel Azwar AH</searchLink>; Faculty of Electronic Engineering & Technology (FKTEN), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.<br /><searchLink fieldCode="AU" term="%22Azmi+N%22">Azmi N</searchLink>; Faculty of Intelligent Computing (FKC), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.<br /><searchLink fieldCode="AU" term="%22Zakaria+A%22">Zakaria A</searchLink>; Faculty of Electrical Engineering & Technology (FKTE), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia.<br /><searchLink fieldCode="AU" term="%22Ali+Yeon+AS%22">Ali Yeon AS</searchLink>; Faculty of Electrical Engineering & Technology (FKTE), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia.<br /><searchLink fieldCode="AU" term="%22Syed+Zakaria+SMM%22">Syed Zakaria SMM</searchLink>; Centre of Excellence for Advanced Sensor Technology (CEASTech), Universiti Malaysia Perlis (UniMAP), Perlis, Malaysia.; Faculty of Electronic Engineering & Technology (FKTEN), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.<br /><searchLink fieldCode="AU" term="%22Visvanathan+R%22">Visvanathan R</searchLink>; Faculty of Electronic Engineering & Technology (FKTEN), Universiti Malaysia Perlis (UniMAP), 02600, Arau, Perlis, Malaysia.
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  Data: <searchLink fieldCode="JN" term="%228508350%22">Environmental monitoring and assessment</searchLink> [Environ Monit Assess] 2026 Feb 19; Vol. 198 (3), pp. 232. <i>Date of Electronic Publication: </i>2026 Feb 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8508350 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-2959 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201676369%22">01676369 </searchLink><i>NLM ISO Abbreviation: </i>Environ Monit Assess <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s10661-026-15040-7
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      – Code: eng
        Text: English
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        StartPage: 232
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      – TitleFull: YOLO-based real-time floating debris counting in urban rivers for flood monitoring and water resource management.
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            – D: 19
              M: 02
              Text: 2026 Feb 19
              Type: published
              Y: 2026
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