Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

Land use and land cover (LULC) classification maps help understand the state and trends of agricultural production and provide insights for applications in environmental monitoring. One of the major downfalls of the LULC technique is inherently linked to its need for ground truth data to cross-valid...

Deskribapen osoa

Xehetasun bibliografikoak
Egile Nagusiak:	Usman Ali, Travis J. Esau, Aitazaz A. Farooque, Qamar U. Zaman, Farhat Abbas, Mathieu F. Bilodeau
Formatua:	Artikulua
Hizkuntza:	English
Argitaratua:	MDPI AG 2022-06-01
Saila:	ISPRS International Journal of Geo-Information
Gaiak:	remote sensing indices machine learning ground truth data LULC mapping satellite imagery
Sarrera elektronikoa:	https://www.mdpi.com/2220-9964/11/6/333

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The Land-Use and Land-Cover Changes in the Este District, South Gondar Zone, Northwestern Ethiopia, in the Last Four Decades (the 1980s to 2020s)
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Knowledge Distillation Based on Fitting Ground-Truth Distribution of Images
nork: Jianze Li, et al.
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Optimizing Crowdsourced Land Use and Land Cover Data Collection: A Two-Stage Approach
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