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. 3D reconstruction Building model Graph neural network Point cloud Polyhedron Building footprint generation Classification Convolutional neural network Convolutional neural network Remote sensing Roof superstructure Solar potential Local climate zone 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 PlanetScope Population estimation Urbanization Remote sensing Deep learning Interpretability Explainable AI Remote sensing Remote sensing Semi-supervised semantic segmentation Decoupled learning Weighting learning Self-supervised learning Multi-modal learning Representation learning Audiovisual dataset Semi-supervised domain adaptation Sentinel-2 Social media image analysis Super-resolution Transfer learning Transformer networks Urban ecosystem services Urban tree canopy

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2024

Guo, Jianhua; Hong, Danfeng; Liu, Zhiheng; Zhu, Xiao Xiang

Continent-wide urban tree canopy fine-scale mapping and coverage assessment in South America with high-resolution satellite images Journal Article

ISPRS Journal of Photogrammetry and Remote Sensing, 212 , pp. 251-273, 2024, ISSN: 0924-2716.

Links | BibTeX | Tags: South America Urban tree canopy Remote sensing Deep learning Urban sustainable development

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

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