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Tackling fluffy clouds: robust agricultural field boundary delineation from Sentinel-1 and Sentinel-2 satellite image time series
Foivos I. Diakogiannis, Zheng-Shu Zhou, Jeff Wang +13
Accurate delineation of agricultural field boundaries is essential for effective crop monitoring and resource management. However, competing methodologies often face significant ch…
SSG2: A new modelling paradigm for semantic segmentation
Foivos I. Diakogiannis, Suzanne Furby, Peter Caccetta +4
State-of-the-art models in semantic segmentation primarily operate on single, static images, generating corresponding segmentation masks. This one-shot approach leaves little room…
Looking for change? Roll the Dice and demand Attention
Foivos I. Diakogiannis, François Waldner, Peter Caccetta
Change detection, i.e. identification per pixel of changes for some classes of interest from a set of bi-temporal co-registered images, is a fundamental task in the field of remote…
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data
Foivos I. Diakogiannis, François Waldner, Peter Caccetta +1
Scene understanding of high resolution aerial images is of great importance for the task of automated monitoring in various remote sensing applications. Due to the large within-cla…