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Deep-Learning-Based Single-Image Height Reconstruction from Very-High-Resolution SAR Intensity Data


Nov 19, 2021
Michael Recla, Michael Schmitt

* 19 pages, 14 figures 

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There is no data like more data -- current status of machine learning datasets in remote sensing


May 25, 2021
Michael Schmitt, Seyed Ali Ahmadi, Ronny Hänsch

* accepted for the Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2021 

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Remote Sensing Image Classification with the SEN12MS Dataset


Apr 01, 2021
Michael Schmitt, Yu-Lun Wu

* accepted for publication in the ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (online from July 2021) 

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


Nov 23, 2020
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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Building a Parallel Universe Image Synthesis from Land Cover Maps and Auxiliary Raster Data


Nov 23, 2020
Gerald Baier, Antonin Deschemps, Michael Schmitt, Naoto Yokoya


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Multi-Sensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery


Sep 16, 2020
Patrick Ebel, Andrea Meraner, Michael Schmitt, Xiaoxiang Zhu

* This work has been accepted by IEEE TGRS for publication 

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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


May 16, 2020
Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu


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Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and Opportunities


Feb 19, 2020
Michael Schmitt, Jonathan Prexl, Patrick Ebel, Lukas Liebel, Xiao Xiang Zhu

* 8 pages, 6 figures 

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


Dec 19, 2019
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


Jun 18, 2019
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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The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion


Jul 04, 2018
Michael Schmitt, Lloyd Haydn Hughes, Xiao Xiang Zhu

* accepted for publication in the ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (online from October 2018) 

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


Jan 25, 2018
Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu


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