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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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Bibliographic Details
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
Description
ISSN:1573-2959
DOI:10.1007/s10661-026-15040-7