05/2019 – present | Post-doctoral Researcher (team leader for "Machine Learning"), Department SAR Technology, DLR, Wessling, Germany |
02/2014 – present | Lecturing, Computer Vision & Remote Sensing group, TU Berlin, Germany |
02/2014 – 05/2019 | Post-doctoral Researcher, Computer Vision & Remote Sensing group, TU Berlin, Germany |
11/2017 – 01/2018 | Guest Researcher, Okutomi Lab, Toyko Institute of Technology, Tokyo, Japan |
02/2016 – 04/2017 | Lecturing, Turkish-German University, Istanbul, Turkey |
10/2014 – 02/2015 | Scientific Coaching, SOPAT GmbH, Berlin, Germany |
04/2010 – 06/2010 | Freelance research and development, Datenmeer GmbH, Berlin, Germany |
08/2009 – 08/2009 | Guest Researcher, Institute of Photogrammetry and GeoInformation, Leibnitz Universität Hannover, Germany |
07/2007 – 07/2014 | Research Scientist, Computer Vision & Remote Sensing group, TU Berlin, Germany |
11/2005 – 04/2006 | Research Assistant, Fraunhofer Institute IPK, Berlin, Germany |
2022 – present |
Elected member of the GRSS AdCom |
2021 – present |
Chair of IEEE-GRSS Technical Committee Image Analysis and Data Fusion (IADF) |
2019 – present |
Representative of GRSS in SpaceNet |
2016 – 2022 |
Co-Chair of ISPRS Commission II Working Group 1 - Image Orientation |
2017 – 2021 |
Co-Chair of IEEE-GRSS Technical Committee Image Analysis and Data Fusion (IADF) |
Conferences |
- Session Organiser of IGARSS 2022 (SAR Imaging Techniques) - Theme Coordinator (SAR Imaging Techniques and Pol-/PolInSAR) of IGARSS 2021 - Competition chair at ICETCI 2021 - Session Organiser of IGARSS 2020 (Artificial Intelligence in Remote Sensors) - Program Chair at Smart World Congress - Publication Chair of 3DV 2018 |
Workshops |
- Chair of the "EarthVision 2022" WS at CVPR 2022 - Chair of the "EarthVision 2021" WS at CVPR 2021 - Chair of the "EarthVision 2020" WS at CVPR 2020 - Chair of the "EarthVision 2019" WS at CVPR 2019 - Chair of the "Photogrametric Computer Vision" WS at CVPR 2019 - ISPRS Workshop "Photogrammetry for 3D Geo-Applications" PhotoGA 2017 within the ISPRS GeoSpatial Week 2017 |
Competitions |
- Technical lead of the SpaceNet 8 Challenge - Co-organizer of the IEEE GRSS Data Fusion Contest 2022 - Co-organizer of the IEEE GRSS Data Fusion Contest 2021 - Co-organizer of the IEEE GRSS Data Fusion Contest 2020 - Co-organizer of the IEEE GRSS Data Fusion Contest 2019 - Co-organizer of the IEEE GRSS Data Fusion Contest 2018 |
Tutorials / Lectures / Webinars |
- Tutorial "Machine Learning in Remote Sensing" at IGARSS 2022 - Tutorial "Machine Learning in Remote Sensing" at InGARSS 2021 - Lecture "Land Cover Classification" at the CCG Course on SAR Principles and Applications 2021 - Lecture "Deep Learning for SAR Processing and Analysis" at Earth Observation Applications (UYGU) Summer School 2021 - Tutorial "Machine Learning in Remote Sensing" at IGARSS 2021 - Tutorial "Machine Learning in Remote Sensing" at InGARSS 2020 - Panel Debate "Artificial Intelligence and remote sensing: needs and goals" at the AMERSIE Fall school 2020 - Webinar GRSS Image Analysis and Data Fusion TC & Sample Activity: Benchmarking ML4RS" in the GRSS webinar series - Tutorial "Machine Learning in Remote Sensing" at IGARSS 2020 - Lecture "Land Cover Classification" at the CCG Course on SAR Principles and Applications 2019 - Tutorial "Machine Learning in Remote Sensing" at IGARSS 2019 - Tutorial "Machine Learning in Remote Sensing" at IGARSS 2018 - Tutorial "Machine Learning in Remote Sensing" at EUSAR 2018 - Tutorial "Machine Learning in Remote Sensing" at Whispers 2018 - Tutorial "Machine Learning in Remote Sensing" at IGARSS 2017 |
Invited Sessions |
- Invited Session "Data Fusion: The AI Era" at IGARSS 2022 - Invited Session "Datasets and Benchmarking in Remote Sensing" at IGARSS 2022 - Invited Session "Data Fusion: The AI Era" at IGARSS 2021 - Invited Session "Machine Learning Datasets in Remote Sensing" at IGARSS 2021 - Invited Session "Data Fusion: The AI Era" at IGARSS 2020 - Invited Session "IEEE GRSS Data Fusion Contest" at IGARSS 2020 - Invited Session "Data Fusion: The AI Era" at IGARSS 2019 - Invited Session "Labels in Deep Learning: Friend or Foe" at IGARSS 2019 - Invited Session "Data Fusion" at IGARSS 2018 |
Journals |
- IEEE Transactions on Geoscience and Remote Sensing (TGRS) - IEEE Transactions on Image Processing (TIP) - ISPRS Journal of Photogrammetry and Remote Sensing (P&RS) - Journal of Selected Topics in Earth Observations and Remote Sensing (JSTARS) - Photogrammetrie - Fernerkundung - Geoinformation (PFG) - ISPRS International Journal of Geoinformation (IJGI) |
Conferences |
- Conference on Computer Vision and Pattern Recognition (CVPR) - International Conference on Computer Vision (ICCV) - IEEE Winter Conference on Applications of Computer Vision (WACV) - Asian Conference on Computer Vision (ACCV) - German Conference on Pattern Recognition (GCPR) - ISPRS Congress - IGARSS |
- HIT Permafrost: The hidden image of thawing permafrost - DeepSAR: Physical parameter estimation from SAR Data via joint model inversion and deep learning - LightCAM: Enlightening the camera obscura – where photogrammetry, computer vision and robotics meet - ICESAR 2019 - A Study on Sea Ice based on F-SAR XCL-Band Data - Global-scale mapping of periglacial landforms on Earth and Mars using deep convolutional networks - CatSAR: Object Categorization for Polarimetric Interferometric SAR Data |
2018 | Best Student Paper Award, VISAPP (co-authored) Towards Image Colorization with Random Forests |
2016 | Best Paper of Young Authors Award, ISPRS Congress (co-authored) Reconstructing White Walls: Multi-View, Multi-Shot 3D Reconstruction of Textureless Surfaces |
2007 | Student Award of Faculty IV, TU Berlin |
04/2014 – 09/2019 | BSc.-Cand. in Mathematics, Technische Universität Berlin, Germany |
09/2007-02/2014 | Doctor of Engineering (Dr.-Ing.), Technische Universität Berlin, Germany |
2002 – 2007 | Diploma in Computer Science (Dipl.-Inform.), Technische Universität Berlin, Germany |
German | Mother tongue |
English | Fluent |
Chinese | Basic |
Japanese | Basic |
Russian | Basic |
2006 – present | Study of Tenshin Shoden Katori Shinto Ryu |
2008 – 2019 | Board member Kobukai-Berlin e.V. |
2011 – 2014 | Study of chanoyu (Urasenke school) |
2012 | Open Water Diver |