Publications

. Building footprint generation Classification Convolutional neural network Cross-domain classification Deep learning Domain adaptation Environmental management Gaofen-1 Height estimation High-spatial resolution Human brain Local climate zone classification Medical hyperspectral images Multi-source image Ocean wind speed PlanetScope Remote sensing Roof segments and orientations Self-supervised learning Multi-modal learning Representation learning Audiovisual dataset Semi-supervised domain adaptation Semi-supervised learning Sentinel-2 Social media image analysis Super-resolution Transfer learning Transformer networks Urban ecosystem services Urban land use Urban tree canopy

Show all

2023

Qingyu, Li; Sebastian, Krapf; Yilei, Shi; Xiang, Zhu Xiao

SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery Journal Article

International Journal of Applied Earth Observation and Geoinformation, 116 , pp. 103098, 2023, ISSN: 1569-8432.

Links | BibTeX | Tags: Convolutional neural network, Remote sensing, Renewable energy, Roof segments and orientations, Solar potential

Our project is done in close collaboration with the Technical University of Munich. In particular with the TUM Data Science in Earth Observation (Sipeo) group. The complete list of associated publications might be also interesting for you and is available here.

Artificial Intelligence for Earth Observation

Contact us