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4. Discussion The methodology compares the three CNN algorithms VGG16, DenseNet121 and ResNet50 for land cover mapping according to five EAGLE-compliant land cover classes through Sentinel-2 multispectral image classification. The methodology also refers to the land monitoring activities carried out by ISPRA for the national territory, in an attempt to enhance its standards and products for the creation of new land mapping tools.
Abstract : For the first time in human history, over half of the world’s population lives in urban areas. This rapid growth makes cities more vulnerable, increasing the need to monitor urban dynamics and its sustainability. The aim of this work is to examine the spatial extent of urban areas, to identify the urban–rural continuum, to understand urbanization processes, and to monitor Sustainable Development Goal 11.
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