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

Chunping Qiu , Lukas Liebel , Lloyd H. Hughes , Michael Schmitt , Marco Körner , Xiao Xiang Zhu

* This work has been accepted by IEEE GRSL for publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset

Chunping Qiu , Xiaochong Tong , Michael Schmitt , Benjamin Bechtel , Xiao Xiang Zhu

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So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification

Xiao Xiang Zhu , Jingliang Hu , Chunping Qiu , Yilei Shi , Jian Kang , Lichao Mou , Hossein Bagheri , Matthias Häberle , Yuansheng Hua , Rong Huang , Lloyd Hughes , Hao Li , Yao Sun , Guichen Zhang , Shiyao Han , Michael Schmitt , Yuanyuan Wang

* Article submitted to IEEE Geoscience and Remote Sensing Magazine 

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SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion

Michael Schmitt , Lloyd Haydn Hughes , Chunping Qiu , Xiao Xiang Zhu

* accepted for publication in the ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (online from September 2019) 

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