Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification

no code implementations • 23 Nov 2020 • Chunping Qiu, Lukas Liebel, Lloyd H. Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu

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.

Classification General Classification +2

Identifying Corresponding Patches in SAR and Optical Images with a Pseudo-Siamese CNN

no code implementations • 25 Jan 2018 • Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu

In this letter, we propose a pseudo-siamese convolutional neural network (CNN) architecture that enables to solve the task of identifying corresponding patches in very-high-resolution (VHR) optical and synthetic aperture radar (SAR) remote sensing imagery.

Key Point Matching