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- Title
Lessons learnt from digitizing a label dataset for AI-based feature extraction of watercourses.
- Authors
Poutanen, Justus; Koski, Christian; Oksanen, Juha; Kettunen, Pyry
- Abstract
The article focuses on the challenges of digitizing watercourse datasets for Artificial intelligence (AI)-based feature extraction. It highlights the limitations of traditional mapping methods and the need for more accurate label data. It discusses arbitrary classification of natural phenomena, topographic data layers, and factors like overgrowth and elevation changes. It reports the challenges, manual digitization remains crucial for machine learning recognition.
- Subjects
DIGITIZATION; HYDROLOGICAL databases; ARTIFICIAL intelligence; CARTOGRAPHY; MACHINE learning
- Publication
Abstracts of the ICA, 2023, Vol 6, p1
- ISSN
2570-2106
- Publication type
Article
- DOI
10.5194/ica-abs-6-205-2023