Publications

. 3D reconstruction Building model Graph neural network Point cloud Polyhedron Building footprint generation Convolution Kernel Morphology Feature extraction Training Hyperspectral imaging Information filters Deep learning (DL) hyperspectral image (HSI) classification morphology filter structural reparameterization (SRP) Cross-city classification Data gravitation Deep learning Domain adaptation Gaofen-1 Gaofen-2 High-resolution remote sensing High-spatial resolution Human brain Land cover mapping Monocular imagery Ocean wind speed Plastic functionality Remote sensing Renewable energy Roof segments and orientations Self-supervised learning Multi-modal learning Representation learning Audiovisual dataset Semi-supervised domain adaptation Semi-supervised learning Sentinel-2 South America Urban tree canopy Remote sensing Deep learning Urban sustainable development South America Urban tree coverage Urbanization impacts Remote sensing Urban sustainable development Super-resolution Transfer learning Transformer networks Urban land use

Show all

2024

Fan, Fan; Shi, Yilei; Zhu, Xiao Xiang

Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks Journal Article

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17 , pp. 12477-12489, 2024.

Links | BibTeX | Tags: Feature extraction Integrated circuit modeling Land surface Earth Computational modeling Analytical models Qubit Earth observation (EO) land cover classification multispectral imagery quantum circuit quantum machine learning (QML) remote sensing sentinel-2 data

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