A transformer-based landform mapping method combining topographic knowledge and digital elevation data

Deep learning (DL) methods have emerged as potential tools for automated landform mapping. However, current approaches frequently overlook critical topographic features and prior topographic knowledge, which are essential for accurate landform differentiation. Consequently, these approaches struggle...

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Bibliografiske detaljer

Principais autores:	Hongen Wang, Liyang Xiong, Haoyu Cao, Fei Zhao, Fengyize Yu, Hong Wei, Guoan Tang, Stuart N. Lane
Format:	Artigo
Sprog:	Inglês
Udgivet:	Elsevier 2025-12-01
Serier:	International Journal of Applied Earth Observations and Geoinformation
Fag:	Landform mapping Deep learning Transformer DEM Topographic knowledge
Online adgang:	http://www.sciencedirect.com/science/article/pii/S1569843225006211
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