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ResDepth: A Deep Residual Prior For 3D Reconstruction From High-resolution Satellite Images
Corinne Stucker, Konrad Schindler
Modern optical satellite sensors enable high-resolution stereo reconstruction from space. But the challenging imaging conditions when observing the Earth from space push stereo mat…
Lake Ice Detection from Sentinel-1 SAR with Deep Learning
Manu Tom, Roberto Aguilar, Pascal Imhof +3
Lake ice, as part of the Essential Climate Variable (ECV) lakes, is an important indicator to monitor climate change and global warming. The spatio-temporal extent of lake ice cove…
Country-wide high-resolution vegetation height mapping with Sentinel-2
Nico Lang, Konrad Schindler, Jan Dirk Wegner
Sentinel-2 multi-spectral images collected over periods of several months were used to estimate vegetation height for Gabon and Switzerland. A deep convolutional neural network (CN…