{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,2]],"date-time":"2025-08-02T16:58:10Z","timestamp":1754153890850,"version":"3.41.2"},"reference-count":0,"publisher":"ECMS","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,24]]},"abstract":"<jats:p>Marine litter detection remains a critical environmental\nchallenge. Building on our previous evaluation of the PlastOPol\ndataset and object detection models, this research\naddresses key gaps in real-time detection and dataset coverage.\nWhile our earlier study demonstrated YOLOv5\u2019s\nsuperior performance on low-power devices, it revealed\nlimitations in existing datasets\u2019 material-based classifications.\nWe address these gaps by introducing a comprehensive\nmarine litter dataset with material-type annotations\nand evaluating YOLOv11 for real-time detection on lowpower\ndevices. Our advancements significantly enhance\nenvironmental monitoring capabilities and support citizen\nscience initiatives.<\/jats:p>","DOI":"10.7148\/2025-0697","type":"proceedings-article","created":{"date-parts":[[2025,7,23]],"date-time":"2025-07-23T16:59:10Z","timestamp":1753289950000},"page":"697-703","source":"Crossref","is-referenced-by-count":0,"title":["A Material-Based Litter Dataset Preparation For User-Friendly Marine Environment Monitoring"],"prefix":"10.7148","author":[{"given":"Zi","family":"Dou","sequence":"first","affiliation":[]},{"given":"Di","family":"Wu","sequence":"additional","affiliation":[]}],"member":"4144","published-online":{"date-parts":[[2025,6,24]]},"event":{"name":"39th ECMS International Conference on Modelling and Simulation"},"container-title":["ECMS 2025 Proceedings edited by Marco Scarpa, Salvatore Cavalieri, Salvatore Serrano, Fabrizio De Vita"],"original-title":[],"deposited":{"date-parts":[[2025,7,23]],"date-time":"2025-07-23T16:59:15Z","timestamp":1753289955000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.scs-europe.net\/dlib\/2025\/2025-0697.html"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,24]]},"references-count":0,"URL":"https:\/\/doi.org\/10.7148\/2025-0697","relation":{},"subject":[],"published":{"date-parts":[[2025,6,24]]}}}