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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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A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas


Apr 07, 2020
Lukas Liebel, Ksenia Bittner, Marco Körner

* This paper was accepted for publication in the ISPRS Journal of Photogrammetry and Remote Sensing 

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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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MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification


Jul 25, 2019
Lukas Liebel, Marco Körner

* Accepted for presentation at the IEEE Intelligent Transportation Systems Conference (ITSC) 2019 

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Auxiliary Tasks in Multi-task Learning


May 17, 2018
Lukas Liebel, Marco Körner

* fixed minor typesetting issue 

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Evaluation of CNN-based Single-Image Depth Estimation Methods


May 03, 2018
Tobias Koch, Lukas Liebel, Friedrich Fraundorfer, Marco Körner


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