176 citations · 179 across the 5 of their papers we have counts for
3 papers · 1 filter
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification
Chunping Qiu, Lukas Liebel, Lloyd H. Hughes +3
Human Settlement Extent (HSE) and Local Climate Zone (LCZ) maps are both essential sources, e.g., for sustainable urban development and Urban Heat Island (UHI) studies. Remote sens…
A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas
Lukas Liebel, Ksenia Bittner, Marco Körner
City models and height maps of urban areas serve as a valuable data source for numerous applications, such as disaster management or city planning. While this information is not gl…
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and Opportunities
Michael Schmitt, Jonathan Prexl, Patrick Ebel +2
Fully automatic large-scale land cover mapping belongs to the core challenges addressed by the remote sensing community. Usually, the basis of this task is formed by (supervised) m…