Publications

Book Chapters

• The power of voting: Ensemble learning in remote sensing
  Hänsch, R., Advances in Machine Learning and Image Analysis for GeoAI, Saurabh Prasad, Jun Li, Jocelyn Chanussot (Ed.), Elsevier, 2024.
• Machine Learning in Remote Sensing
  Hänsch, R., Signal and Image Processing for Remote Sensing, Chi Hau Chen (Ed.), CRC Press, April 2024.
• Machine Learning in Remote Sensing
  Hänsch, R., Handbook of Pattern Recognition and Computer Vision, Chi Hau Chen (Ed.), World Scientific, April 2020.
• Random Forests
  Hänsch, R. and Hellwich, O., Handbuch der Geodäsie, Freeden, W. and Rummel, R. (Ed.), Springer Verlag, July 2016.
• Object Recognition from Polarimetric SAR Images
  Hänsch, R. and Hellwich, O., Radar Remote Sensing of Urban Areas (Remote Sensing and Digital Image Processing), Uwe Soergel (Ed.), Springer Verlag, March 2010.

Conference and journal articles - 2024

	Deep Learning based View Interpolation towards Improved TomoSAR Focusing Sergio Alejandro Serafín-García, Matteo Nannini, Ronny Hänsch, Gustavo Daniel Martín-del-Campo-Becerra, Andreas Reigber, GRSL.
	Large-Scale Fine-Grained Building Classification and Height Estimation for Semantic Urban Reconstruction: Outcome of the 2023 IEEE GRSS Data Fusion Contest Guozhang Liu, Baochai Peng, Ting Liu, Pan Zhang, Mengke Yuan, Chaoran Lu, Ningning Cao, Sen Zhang, Simin Huang, Tao Wang, Xiaoqiang Lu, Licheng Jiao, Qiong Liu, Lingling Li, Fang Liu, Xu Liu, Yuting Yang, Kaiqiang Chen, Zhiyuan Yan, Deke Tang, Hai Huang, Michael Schmitt, Xian Sun, Gemine Vivone, Claudio Persello, Ronny Hänsch, JSTARS.
	Cross-City Semantic Segmentation (C2Seg) in Multimodal Remote Sensing: Outcome of the 2023 IEEE WHISPERS C2Seg Challenge Yuheng Liu, Ye Wang, Yifan Zhang, Shaohui Mei, Jiaqi Zou, Zhuohong Li, Fangxiao Lu, Wei He, Hongyan Zhang, Huilin Zhao, Chuan Chen, Cong Xia, Hao Li, Gemine Vivone, Ronny Hänsch, Gulsen Taskin, Jing Yao, A.K. Qin, Bing Zhang, Jocelyn Chanussot, Danfeng Hong, JSTARS.
	Computer Vision for Earth Observation: The Second GRSS Image Analysis and Data Fusion School [Technical Committees] SL Ullo, G Vivone, G Taşkın, R Hänsch, U Verma, GRSM.
	Let Me Show You How It's Done-Cross-modal Knowledge Distillation as Pretext Task for Semantic Segmentation RN Nair, R Hänsch, CVPR Workshop EarthVision 2024.
	Correction of the Penetration Bias for InSAR DEM via Synergetic AI-Physical Modeling: A Greenland Case Study Islam Mansour, Georg Fischer, Ronny Hänsch, Irena Hajnsek, Konstantinos Papathanassiou, IGARSS 2024.
	Forest Mapping with TanDEM-X InSAR Data and Self-Supervised Learning Jose-Luis Bueso-Bello, Benjamin Chauvel, Daniel Carcereri, Ronny Hänsch, Paola Rizzoli, IGARSS 2024.
	On Perturbation-based xAI for Flood Detection from SAR Images Anastasia Schlegel, Ronny Hänsch, IGARSS 2024.
	Earth Observation and Machine Learning for Climate Change Ronny Hänsch, Mousmi Chaurasia, IGARSS 2024.
	Introducing SpaceNet 9 - Cross-modal Satellite Imagery Registration for Natural Disaster Responses Ronny Hänsch, Jacob Arndt, Philipe Dias, Abhishek Potnis, Dalton Lunga, Desiree Petrie, Todd M. Bacastow, IGARSS 2024.
	AI-Powered Flood Mapathon Kaiqiang Chen, Xue Lu, Taowei Sheng, Xiaoyu Liu, Jialiang Chen, Zhirui Wang, Xian Sun, Ronny Hansch, IGARSS 2024.
	Survey of Perturbation Approaches for Explainable ML in the Context of Flood Detection from SAR Images Anastasia Schlegel, Ronny Haensch, EuSAR 2024.
	Deep Learning-based Approaches for Forest Mapping with TanDEM-X Interferometric Data Jose Luis Bueso Bello, Benjamin Chauvel, Daniel Carcereri, Ronny Haensch, Paola Rizzoli, EuSAR 2024.
	Harnessing Deep Learning for TomoSAR stack enhancement Sergio Alejandro Serafin Garcia, Matteo Nannini, Gustavo Martin del Campo Becerra, Ronny Hänsch, Andreas Reigber, EuSAR 2024.
	Cross-Modal Learning for Classification of Optical and SAR Imagery Ekaterina Senchugova and Ronny Hänsch, EuSAR 2024.

2023

	Bedoi: Benchmarks For Determining Overlapping Images With Photogrammetric Information H. Zhan, Y. F. Yu, Y. W. Xu, Q. B. Hou, R. Xia, X. Wang, Y. Feng, Z. Q. Zhan, M. L. Li, M. Gruber, R. Hänsch, and C. Heipke, Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci..
	Report on the 2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees] R Hänsch, C Persello, G Vivone, K Chen, Z Yan, D Tang, H Huang, M Schmitt, and X. SunIEEE GRSM..
	AI4SmallFarms: A Data Set for Crop Field Delineation in Southeast Asian Smallholder Farms C. Persello, J. Grift, X. Fan, C. Paris, R. Hänsch, M. Koeva, A. Nelson, GRSL, 2023.
	Urban Building Classification (UBC) V2-A Benchmark for Global Building Detection and Fine-grained Classification from Satellite Imagery X Huang, K Chen, D Tang, C Liu, L Ren, Z Sun, R Hänsch, M Schmitt, X. Sun, H. Huang, H. MayerTGRS, 2023.
	There Are No Data Like More Data: Datasets for deep learning in Earth observation M. Schmitt, S.A. Ahmadi, Y. Xu, G. Taşkın, U. Verma, F. Sica, R. Haensch, GRSM, 2023.
	ARD, FAIR Earth Observation Principles, Data Fusion: Where are we and where do we need to go? D. Lunga, R. Hänsch, U. Verma, F. Pacifici, G. Percivall, S.L. Ullo, IGARSS 2023.
	Multimodal self-supervised learning for semantic analysis of PolSAR imagery Y. Dong, R. Hänsch, IGARSS 2023.
	SpaceNet 8: Winning Approaches to Multi-Class Feature Segmentation from Satellite Imagery for Flood Disasters R. Hänsch, J. Arndt, D. Lunga, T. Pedelose, A. Boedihardjo, J. Pfefferkorn, D. Petrie, T.M. Bacastow, IGARSS 2023.
	Deep Learning for Forest Canopy Height Estimation from SAR R.B. Mahesh, R. Haensch, IGARSS 2023.
	Analysis-Ready Data and FAIR-AI - Standardization of Research Collaboration and Transparency Across Earth-Observation Communities [Technical Committees] D. Lunga, S. Ullo, U. Verma, G. Percivall, F. Pacifici, R. Hänsch, GRSM, 2023.
	Computer Vision for Earth Observation—The First IEEE GRSS Image Analysis and Data Fusion School [Technical Committees] G. Vivone, D. Lunga, F. Sica, G. Taskin, U. Verma, R. Hänsch, GRSM, 2022.
	Revealing influencing factors on global waste distribution via deep-learning based dumpsite detection from satellite imagery X. Sun, D. Yin, F. Qin, H. Yu, W. Lu, F. Yao, Q. He, X. Huang, Z. Yan, P. Wang, C. Deng, N. Liu, Y. Yang, W. Liang, R. Wang, C. Wang, N. Yokoya, R. Hänsch, K. Fu, Nature Communications, 2023.
	2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees] C. Persello, R. Hänsch, G. Vivone, K. Chen, Z. Yan, D. Tang, H. Huang, M. Schmitt, X. Sun, GRSM, 2023.

2022

	Report on the 2022 IEEE Geoscience and Remote Sensing Society Data Fusion Contest: Semisupervised learning R. Hänsch, C. Persello, G. Vivone, J. Castillo Navarro, A. Boulch, S. Lefevre, B. Le Saux, GRSM, 2022.
	The SpaceNet 8 Challenge-From Foundation Mapping to Flood Detection R. Haensch, J. Arndt, M. Gibb, A. Boedihardjo, T. Pedelose, T.M. Bacastow, IGARSS 2022.
	Generalization in Object Recognition from SAR Imagery F. Sica, A. Pulella, C.V. Lopez, H. Anglberger, R. Haensch, IGARSS 2022.
	EOD: the IEEE GRSS earth observation database M. Schmitt, P. Ghamisi, N. Yokoya, R. Haensch, IGARSS 2022.
	Transcoding-based pre-training of semantic segmentation networks for PolSAR images R. Haensch, L. Bruzzone and A. Cattoi, EUSAR 2022.
	Towards a Symbiosis of Model-Based and Machine Learning Forest Height Estimation based on TanDEM-X InSAR Islam Mansour, Konstantinos P. Papathanassiou, Ronny Haensch and Irena Hajnsek, EUSAR 2022.
	The 2022 IEEE GRSS data fusion contest: Semisupervised learning [Technical Committees] R. Hänsch, C. Persello, G. Vivone, J.C. Navarro, A. Boulch, S. Lefevre, B. le Saux, GRSM, 2022.
	The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track MSD: Multitemporal Semantic Change Detection Z. Li, F. Lu, H. Zhang, L. Tu, J. Li, X. Huang, C. Robinson, K. Malkin, N. Jojic, P. Ghamisi, R. Hänsch, N. Yokoya, JSTARS, 2022. Link     Paper     bibtex @article{dfc21msdoutcome,     title={The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track MSD: Multitemporal Semantic Change Detection},     author={Z. Li and F. Lu and H. Zhang and L. Tu and J. Li and X. Huang and C. Robinson and K. Malkin and N. Jojic and P. Ghamisi and R. Hänsch and N. Yokoya},     journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2022},     volume={},     issue={},     pages={} }
	Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current Approaches, Open Challenges, and Future Opportunities C. Persello, J.-D. Wegner, R. Hänsch, D. Tuia, P. Ghamisi, M. Koeva, G. Camps-Valls, GRSM, 2022. Link     Paper     bibtex @article{Persello2022sdg,     title={Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current Approaches, Open Challenges, and Future Opportunities},     author={C. Persello and J.-D. Wegner and R. H\"ansch and D. Tuia and P. Ghamisi and M. Koeva and G. Camps-Valls},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2022},     volume={},     issue={},     pages={2--30} }
	Spacenet 8 - The detection of flooded roads and buildings R. Hänsch, J. Arndt, D. Lunga, M. Gibb, T. Pedelose, A. Boedihardjo, D. Petrie, T.M. Bacastow, CVPRW, 2022.
	Urban Building Classification (UBC)-A Dataset for Individual Building Detection and Classification From Satellite Imagery X. Huang, L. Ren, C. Liu, Y. Wang, H. Yu, M. Schmitt, R. Hänsch, X. Sun, H. Huang, H. Mayer, CVPRW, 2022.

2021

	Random Ferns for Semantic Segmentation of PolSAR Images Pengchao Wei, Ronny Hänsch, TGRS, 2021. Link     Paper     bibtex @article{dfc18outcome,     title={Random Ferns for Semantic Segmentation of PolSAR Images},     author={Wei, Pengchao and H\"ansch, Ronny},     journal={IEEE Transactions on Geoscience and Remote Sensing},     year={2021},     volume={},     issue={},     pages={} }
	The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track DSE: Detection of Settlements without electricity Ma, Yanbiao and Li, Yuxin and Feng, Kexin and Xia, Yu and Huang, Qi and Zhang, Hongyan and Prieur, Colin and Licciardi, Giorgio and Malha, Hana and Chanussot, Jocelyn and Ghamisi, Pedram and Hänsch, Ronny and Yokoya, Naoto, JSTARS, 2021. Link     Paper     bibtex @article{dfc21dseoutcome,     title={The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track DSE: Detection of Settlements without electricity},     author={Ma, Yanbiao and Li, Yuxin and Feng, Kexin and Xia, Yu and Huang, Qi and Zhang, Hongyan and Prieur, Colin and Licciardi, Giorgio and Malha, Hana and Chanussot, Jocelyn and Ghamisi, Pedram and H\"ansch, Ronny and Yokoya, Naoto},     journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2021},     volume={},     issue={},     pages={} }
	Report on the 2021 IEEE GRSS Data Fusion Contest - Geospatial AI for Social Good Naoto Yokoya, Pedram Ghamisi, Ronny Hänsch, Colin Prieur, Hana Malha, Jocelyn Chanussot, Caleb Robinson, Kolya Malkin, and Nebojsa Jojic, GRSM, 2021.
	Automated High-Resolution Earth Observation Image Interpretation: Outcome of the 2020 Gaofen Challenge Xian Sun, Peijin Wang, Zhiyuan Yan, Wenhui Diao, Xiaonan Lu, Zhujun Yang, Yidan Zhang, Deliang Xiang, Chen Yan, Jie Guo, Bo Dang, Wei Wei, Feng Xu, Cheng Wang, Ronny Hänsch, Martin Weinmann, Naoto Yokoya, and Kun Fu, JSTARS, 2021. Link     Paper     bibtex @article{gaofen2020outcome,     title={Automated High-Resolution Earth Observation Image Interpretation: Outcome of the 2020 Gaofen Challenge},     author={Sun, Xian and Wang, Peijin and Yan, Zhiyuan and Diao, Wenhui and Lu, Xiaonan and Yang, Zhujun and Zhang, Yidan and Xiang, Deliang and Yan, Chen and Guo, Jie and Dang, Bo and Wei, Wei and Xu, Feng and Wang, Cheng and H\"ansch, Ronny and Weinmann, Martin and Yokoya, Naoto and Fu, Kun},     journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2021},     volume={14},     pages={8922-8940},     doi={10.1109/JSTARS.2021.3106941} }
	The New Working Groups of the GRSS Technical Committee on Image Analysis and Data Fusion Michael Schmitt, Claudio Persello, Gemine Vivone, Dalton Lunga, Wenzhi Liao, Naoto Yokoya, Pedram Ghamisi, and Ronny Hänsch, GRSM, 2021. Link     Paper     bibtex @article{grsm21wg,     title={The New Working Groups of the GRSS Technical Committee on Image Analysis and Data Fusion [Technical Committees]},     author={Schmitt, Michael and Persello, Claudio and Vivone, Gemine and Lunga, Dalton and Liao, Wenzhi and Yokoya, Naoto and Ghamisi, Pedram and H\"ansch, Ronny},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2021},     volume={9},     issue={3},     pages={165-166},     doi={10.1109/MGRS.2021.3100654} }
	Machine Learning based Extraction of Electrical Substations from High Resolution Satellite Data: Outcome of the ICETCI 2021 Challenge G, Sreenivasan and Bajpai, Anju and D S, Prakasa Rao and T P, Girish Kumar and Shrivastava, Ashish and Das, Subrata N and Jha, C S and Hänsch, Ronny and Kranti B., Venkata and Chandra D, Nikhil and Patil, Renuka R and Devulapalli, Sita and Jacob I., Jeena and Singh, Saurabh and Chaube, Aarsh and Dubey, Ved and Garg, Naman and Kundu, Soumya Snigdha, ICETCI, 2021.. Link     bibtex @INPROCEEDINGS{HaenschIGARSS2021,     author={G, Sreenivasan and Bajpai, Anju and D S, Prakasa Rao and T P, Girish Kumar and Shrivastava, Ashish and Das, Subrata N and Jha, C S and H\"ansch, Ronny and Kranti B., Venkata and Chandra D, Nikhil and Patil, Renuka R and Devulapalli, Sita and Jacob I., Jeena and Singh, Saurabh and Chaube, Aarsh and Dubey, Ved and Garg, Naman and Kundu, Soumya Snigdha},     booktitle={2021 International Conference on Emerging Techniques in Computational Intelligence (ICETCI)},     title={Machine Learning based Extraction of Electrical Substations from High Resolution Satellite Data: Outcome of the ICETCI 2021 Challenge},     year={2021},     volume={},     number={},     pages={82-88},     doi={10.1109/ICETCI51973.2021.9574043} }
	The Trap Of Random Sampling and How to Avoid It-Alternative Sampling Strategies for a Realistic Estimate of the Generalization Error in Remote Sensing Ronny Hänsch, IGARSS 2021. Link     bibtex @INPROCEEDINGS{HaenschIGARSS2021,     author={H\"ansch, Ronny},     booktitle={2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS},     title={The Trap Of Random Sampling and How to Avoid It - Alternative Sampling Strategies for a Realistic Estimate of the Generalization Error in Remote Sensing},     year={2021},     volume={},     number={},     pages={2020-2023},     doi={10.1109/IGARSS47720.2021.9554961} }
	There is no data like more data--current status of machine learning datasets in remote sensing Michael Schmitt, Seyed Ali Ahmadi, Ronny Hänsch, IGARSS 2021. Link     Paper     bibtex @INPROCEEDINGS{SchmittIGARSS2021,     author={Schmitt, Michael and Ahmadi, Seyed Ali and H\"ansch, Ronny},     booktitle={2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS},     title={There is No Data Like More Data - Current Status of Machine Learning Datasets in Remote Sensing},     year={2021},     volume={},     number={},     pages={1206-1209},     doi={10.1109/IGARSS47720.2021.9555129} }
	Semantic Segmentation of High-Resolution Airborne SAR Images using Tomographic Information Olivier D'Hondt, Ronny Haensch, Victor Cazcarra-Bes, and Olaf Hellwich, EUSAR 2021. Link     bibtex @INPROCEEDINGS{DHondtEUSAR2021,     author={D'Hondt, Olivier and Haensch, Ronny and Cazcarra-Bes, Victor and Hellwich, Olaf},     booktitle={EUSAR 2021; 13th European Conference on Synthetic Aperture Radar},     title={Semantic Segmentation of High-Resolution Airborne SAR Images using Tomographic Information},     year={2021},     volume={},     number={},     pages={1-4} }
	ICESAR 2019–A Study on Sea Ice based on F-SAR XCL-Band Data Ralf Horn, Rolf Scheiber, Joel Amao-Oliva, Ronny Haensch, Felix Weinmann, Marc Jaeger, EUSAR 2021. Link     bibtex @INPROCEEDINGS{HornEUSAR2021,     author={Horn, Ralf and Scheiber, Rolf and Amao-Oliva, Joel and Haensch, Ronny and Weinmann, Felix and Jaeger, Marc},     booktitle={EUSAR 2021; 13th European Conference on Synthetic Aperture Radar},     title={ICESAR 2019 – A Study on Sea Ice based on F-SAR XCL-Band Data},     year={2021},     volume={},     number={},     pages={1-4} }
	Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hänsch, and Naoto Yokoya, JSTARS, 2021. Link     Paper     bibtex @article{dfc20outcome,     title={Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest},     author={Robinson, Caleb and Malkin, Kolya and Jojic, Nebojsa and Chen, Huijun and Qin, Rongjun and Xiao, Changlin and Schmitt, Michael and Ghamisi, Pedram and H\"ansch, Ronny and Yokoya, Naoto},     journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2021},     volume={14},     issue={},     pages={3185-3199}      doi={10.1109/JSTARS.2021.3063849} }
	2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good [Technical Committees] Naoto Yokoya, Pedram Ghamisi, Ronny Hänsch, Colin Prieur, Hana Malha, Jocelyn Chanussot, Caleb Robinson, Kolya Malkin, and Nebojsa Jojic, GRSM, 2021. Link     Paper     bibtex @article{dfc21announce,     title={2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good [Technical Committees]},     author={Yokoya, Naoto and Ghamisi, Pedram and H\"ansch, Ronny and Prieur, Colin and Malha, Hana and Chanussot, Jocelyn and Robinson, Caleb and Malkin, Kolya and Jojic, Nebojsa},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2021},     volume={9},     issue={1},     pages={287-C3} }

2020

	Large-Scale Semantic 3D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest-Part A Saket Kunwar, Hongyu Chen, Manhui Lin, Hongyan Zhang, Pablo Dangelo, Daniele Cerra, Seyed Majid Azimi, Myron Brown, Gregory Hager, Naoto Yokoya, Ronny Hänsch, Bertrand Le Saux, JSTARS 2020. Link     Paper     bibtex @article{dfc19outcomea,     title={Large-Scale Semantic 3D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest-Part A},     author={Saket Kunwar and Hongyu Chen and Manhui Lin and Hongyan Zhang and Pablo Dangelo and Daniele Cerra and Seyed Majid Azimi and Myron Brown and Gregory Hager and Naoto Yokoya and Ronny H\"ansch and Bertrand Le Saux},     journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2021},     volume={14},     issue={},     pages={922-935} }
	Large-Scale Semantic 3D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest-Part B Yanchao Lian, Tuo Feng, Jinliu Zhou, Meixia Jia, Aijin Li, Zhaoyang Wu, Licheng Jiao, Myron Brown, Gregory Hager, Naoto Yokoya, Ronny Hänsch, Bertrand Le Saux, JSTARS. Link     Paper     bibtex @article{dfc19outcomeb,     title={Large-Scale Semantic 3D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest-Part B},     author={Yanchao Lian and Tuo Feng and Jinliu Zhou and Meixia Jia and Aijin Li and Zhaoyang Wu and Licheng Jiao and Myron Brown and Gregory Hager and Naoto Yokoya and Ronny H\"ansch and Bertrand Le Saux},     journal={ IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2021},     volume={14},     issue={},     pages={1158-1170} }
	Report on the 2020 IEEE GRSS Data Fusion Contest-Global Land Cover Mapping With Weak Supervision [Technical Committees] Yokoya, Naoto, Ghamisi, Pedram, Hänsch, Ronny and Schmitt, Michael, GRSM 2020. Link     Paper     bibtex @article{dfc20report,     title={Report on the 2020 IEEE GRSS Data Fusion Contest-Global Land Cover Mapping With Weak Supervision [Technical Committees]},     author={Yokoya, Naoto and Ghamisi, Pedram and H\"ansch, Ronny and Schmitt, Michael},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2020},     volume={8},     issue={4},     pages={134-137} }
	Looking outside the box: The role of context in Random Forest based semantic segmentation of PolSAR images R. Hänsch, GCPR 2020. Link     bibtex @InProceedings{Haensch2020context,     title={Looking outside the box: The role of context in Random Forest based semantic segmentation of PolSAR images},     author={R. H\"ansch},     booktitle={Pattern Recognition},     year={2021},     pages={260--274},     publisher={Springer International Publishing},     address={Cham},     editor={Akata, Zeynep and Geiger, Andreas and Sattler, Torsten} }
	Unsupervised Clustering of C-Band PolSAR Data over Sea Ice Ronny Hänsch, Joel Amao, Ralf Horn, Marc Jäger, and Rolf Scheiber, IGARSS 2020. Link     bibtex @INPROCEEDINGS{Haensch2020ice,     title={Unsupervised Clustering of C-Band PolSAR Data over Sea Ice},     author={H\"ansch, Ronny and Amao, Joel and Horn, Ralf and J\"ager, Marc and Scheiber, Rolf},     booktitle={IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium}, ,     year={2020},     volume={},     issue={},     pages={3059-3062} }
	Stacked Random Forests: More accurate and better calibrated R. Hänsch, IGARSS 2020. Link     bibtex @INPROCEEDINGS{Haensch2020RFcalib,     title={Stacked Random Forests: More accurate and better calibrated},     author={R. H\"ansch},     booktitle={IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium}, ,     year={2020},     volume={},     issue={},     pages={booktitle={IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium}, } }
	Soil-Permittivity Estimation Under Grassland Using Machine-Learning and Polarimetric Decomposition Techniques Ronny Hänsch, Thomas Jagdhuber, Benjamin Fersch, TGRS 2020. Link     bibtex @article{Haensch2020soil,     title={Soil-Permittivity Estimation Under Grassland Using Machine-Learning and Polarimetric Decomposition Techniques},     author={R. H\"ansch, T. Jagdhuber and B. Fersch},     journal={IEEE Transactions on Geoscience and Remote Sensing},     year={2020},     volume={59},     issue={4},     pages={2877-2887} }
	2020 IEEE GRSS Data Fusion Contest: Global Land Cover Mapping With Weak Supervision [Technical Committees] Naoto Yokoya, Pedram Ghamisi, Ronny Haensch, Michael Schmitt, GRSM 2020. Link     Paper     bibtex @article{Yokoya2020dfc,     title={2020 IEEE GRSS Data Fusion Contest: Global Land Cover Mapping With Weak Supervision [Technical Committees]},     author={Yokoya, Naoto and Ghamisi, Pedram and Haensch, Ronny and Schmitt, Michael},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2020},     volume={8},     issue={1},     pages={154-157} }
	Fusion of Multispectral LiDAR, Hyperspectral, and RGB Data for Urban Land Cover Classification R. Hänsch and Olaf Hellwich, IEEE Geoscience and Remote Sensing Letters. Link     bibtex @article{Haensch2021fusion,     title={Fusion of Multispectral LiDAR, Hyperspectral, and RGB Data for Urban Land Cover Classification},     author={H\"ansch, Ronny and Hellwich, Olaf},     journal={IEEE Geoscience and Remote Sensing Letters},     year={2021},     volume={18},     issue={2},     pages={366-370} }
	LightCam: Enlightening the camera obscura - Where photogrammetry, computer and robotic vision meet R. Hänsch and Olaf Hellwich, ISPRS Congress 2020. Link     Paper     bibtex @INPROCEEDINGS{Nocerino2020lightcam,     title={},     author={Nocerino, E. and Menna, F. and H\"ansch, R.},     booktitle={The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},     year={2020},     volume={},     issue={},     pages={63--67} }
	Match or No Match: Keypoint Filtering Based on Matching Probability Alexandra Papadaki and Ronny Hänsch, CVPR WS 2020. Link     Paper     bibtex @INPROCEEDINGS{Papadaki20match,     title={Match or No Match: Keypoint Filtering based on Matching Probability},     author={Papadaki, Alexandra I. and H\"ansch, Ronny},     booktitle={2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},     year={2020},     volume={},     issue={},     pages={4371-4378} }
	SpaceNet 6: Multi-Sensor All Weather Mapping Dataset Jacob Shermeyer, Daniel Hogan, Jason Brown, Adam Van Etten, Nicholas Weir, Fabio Pacifici, Ronny Hänsch, Alexei Bastidas, Scott Soenen, Todd Bacastow, Ryan Lewis, CVPR WS 2020. Link     Paper     bibtex @INPROCEEDINGS{Spacenet6,     title={SpaceNet 6: Multi-Sensor All Weather Mapping Dataset},     author={Shermeyer, Jacob and Hogan, Daniel and Brown, Jason and Van Etten, Adam and Weir, Nicholas and Pacifici, Fabio and H\"ansch, Ronny and Bastidas, Alexei and Soenen, Scott and Bacastow, Todd and Lewis, Ryan},     booktitle={2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},     year={2020},     volume={},     issue={},     pages={768-777} }

2019

	The Truth About Ground Truth: Label Noise in Human-Generated Reference Data R. Hänsch and Olaf Hellwich, IGARSS 2019. Link     bibtex @INPROCEEDINGS{Haensch2019groundtruth,     title={The Truth About Ground Truth: Label Noise in Human-Generated Reference Data},     author={H\"ansch, Ronny and Hellwich, Olaf},     booktitle={IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium},     year={2019},     volume={},     issue={},     pages={5594-5597} }
	Online Random Forests For Large-Scale Land-Use Classification From Polarimetric SAR Images Ronny Hänsch and Olaf Hellwich, IGARSS 2019. Link     bibtex @INPROCEEDINGS{Haensch2019onlinerf,     title={Online Random Forests For Large-Scale Land-Use Classification From Polarimetric Sar Images},     author={H\"ansch, Ronny and Hellwich, Olaf},     booktitle={IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium},     year={2019},     volume={},     issue={},     pages={5808-5811} }
	Advanced Multi-Sensor Optical Remote Sensing for Urban Land Use and Land Cover Classification: Outcome of the 2018 IEEE GRSS Data Fusion Contest Yonghao Xu, Bo Du, Liangpei Zhang, Daniele Cerra, Miguel Pato, Emiliano Carmona, Saurabh Prasad, Naoto Yokoya, R. Hänsch, and Bertrand Le Saux, IEEE Journal of selected topics in applied Earth Observations and Remote Sensing. Link     Paper     bibtex @article{dfc18outcome,     title={Advanced Multi-Sensor Optical Remote Sensing for Urban Land Use and Land Cover Classification: Outcome of the 2018 IEEE GRSS Data Fusion Contest},     author={Yonghao Xu, Bo Du, Liangpei Zhang, Daniele Cerra, Miguel Pato, Emiliano Carmona, Saurabh Prasad, Naoto Yokoya, R. H{\"}nsch, and Bertrand Le Saux},     journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},     year={2019},     volume={12},     issue={6},     pages={1709-1724} }
	2019 IEEE GRSS Data Fusion Contest: Large-Scale Semantic 3D Reconstruction Bertrand Le Saux, Naoto Yokoya, Ronny Hänsch, Myron Brown, Greg Hager, HakJae Kim, GRSM. Link     Paper     bibtex @article{dfc19,     title={2019 Data Fusion Contest [Technical Committees]},     author={Le Saux, Bertrand and Yokoya, Naoto and H{\"a}nsch, Ronny and Brown, Myron and Hager, Greg and Kim, HakJae},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2019},     volume={7},     issue={1},     pages={103-105} }
	A Digital Image Processing Pipeline for Modelling of Realistic Noise in Synthetic Images O. Bielova, R. Hänsch, A. Ley, O. HellwichThe IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops. Link     Paper     bibtex @inproceedings{haensch2019syb3rnoise,     title={A Digital Image Processing Pipeline for Modelling of Realistic Noise in Synthetic Images},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={},     volume={},     number={},     pages={},     year={2019},     month={June},     publisher={IEEE},     organization={},     doi={},     issn={}, }
	Random Forests based Image Colorization Helge Mohn, Mark Gaebelein, Ronny Hänsch and Olaf Hellwich, Communications in Computer and Information Science. Link     bibtex @article{haensch2019rfcol,     title={Random Forests based Image Colorization},     author={Mohn, Helge and Gaebelein, Mark and H{\"a}nsch, Ronny and Hellwich, Olaf},     journal={Communications in Computer and Information Science},     year={2019},     volume={},     issue={},     pages={281--297} }
	Online Random Forests for Urban Area Classification from Polarimetric SAR Images R. Hänsch and Olaf Hellwich, JURSE 2019.. Link     bibtex @inproceedings{haensch2019orf,     title={Online Random Forests for Urban Area Classification from Polarimetric SAR Images},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={Proceedings of the Joint Urban Remote Sensing Event 2019},     volume={},     number={},     pages={1--4},     year={2019},     month={May},     publisher={IEEE},     organization={},     doi={10.1109/JURSE.2019.8808964} }
	Colorful Trees: Visualizing Random Forests for Analysis and Interpretation R. Hänsch, P. Wiesner, S. Wendler, O. Hellwich, WACV 2019.. Link     Project page     bibtex @inproceedings{haensch2019rfvis,     title={Colorful Trees: Visualizing Random Forests for Analysis and Interpretation},     author={H{\"a}nsch, Ronny and Wiesner, Philipp and Wendler, Sophie and Hellwich, Olaf},     booktitle={2019 IEEE Winter Conference on Applications of Computer Vision (WACV)},     volume={},     number={},     pages={294-302},     year={2019},     month={01},     publisher={IEEE},     organization={},     doi={10.1109/WACV.2019.00037},     issn={1550-5790}, }

2018

	Exploiting SAR Tomography for Supervised Land-Cover Classification O. D’Hondt, R. Hänsch, N. Wagener, O. Hellwich, Remote Sensing, 2018, 10(11), 1742.. Link     Paper     bibtex @article{dhondt2018tomoclass,     title={Exploiting SAR Tomography for Supervised Land-Cover Classification},     author={D'Hondt, Olivier and H{\"a}nsch, Ronny and Wagener, Nicolas and Hellwich, Olaf},     journal={Remote Sensing},     volume={10},     number={11},     pages={1--18},     year={2018},     month={07},     publisher={IEEE},     organization={},     doi={10.3390/rs10111742},     issn={2072-4292}, }
	Report on the 2018 IEEE GRSS Data Fusion Contest - Advanced Multisource Optical Remote Sensing for Urban Land Use and Land Cover Classification B. Le Saux, N. Yokoya, R. Hänsch, S. Prasad, IEEE Geoscience and Remote Sensing Magazine. Link     Paper     bibtex @article{LeSaux2018,     title={Advanced Multisource Optical Remote Sensing for Urban Land Use and Land Cover Classification},     author={Le Saux,Bertrand and Yokoya, Naoto and H{\"a}nsch, Ronny and Prasad, Saurabh},     journal={IEEE Geoscience and Remote Sensing Magazine},     year={2018},     volume={6},     issue={4},     pages={85-89} }
	Machine learning methods for remote sensing applications: an overview K. Schulz, R. Hänsch, U. Sörgel, SPIE Remote Sensing 2018 Berlin, Germany, September 2018. Link     bibtex @inproceedings{schulz2018mloverview,     title = {Machine learning methods for remote sensing applications: an overview},     author={Schulz, Karsten and H{\"a}nsch, Ronny and S{\"o}rgel, Uwe},     booktitle={Proc. SPIE 10790, Earth Resources and Environmental Remote Sensing/GIS Applications IX},     volume={10790},     pages={},     year={2018},     month={},     publisher={},     organization={SPIE},     doi = {10.1117/12.2503653},     issn={}, }
	A comparative evaluation of polarimetric distance measures within the Random Forest framework for the classification of PolSAR images R. Hänsch, O. Hellwich, IGARSS 2018 Valencia, Spain, July 2018. Link     bibtex @inproceedings{haensch2018poldist,     title={A Comparative Evaluation of Polarimetric Distance Measures within the Random Forest Framework for the Classification of Polsar Images},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium},     volume={},     pages={8440-8443},     year={2018},     month={07},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2018.8518834},     ISSN={2153-7003}, }
	Feature Design for Classification from TomoSAR data O. D’Hondt, R. Hänsch, O. Hellwich, IGARSS 2018 Valencia, Spain, July 2018. Link     bibtex @inproceedings{dhondt2018tomofeature,     title={Feature Design for Classification from TomoSAR Data},     author={D'Hondt, Olivier and H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium},     volume={},     pages={6739--6742},     year={2018},     month={07},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2018.8519060},     issn={2153-7003}, }
	Classification of Icon Type and Cooldown State in Video Game Replays J. Eichelbaum, R. Hänsch, O. Hellwich, ICIAR 2018 Póvoa de Varzim, Portugal, June 2018. Link     Paper     bibtex @inproceedings{eichelbaum2018esports,     author={Eichelbaum, Jeremias and H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Classification of Icon Type and Cooldown State in Video Game Replays},     booktitle={ICIAR 2018; International Conference Image Analysis and Recognition},     volume={},     year={2018},     month={06}     pages={227--234},     publisher={Springer},     organization={},     doi={10.1007/978-3-319-93000-8_26},     isbn={978-3-319-93000-8}, }
	Supervised classification from TomoSAR data O. D’Hondt, R. Hänsch, O. Hellwich, EUSAR 2018 Aachen, Germany, June 2018. Link     bibtex @inproceedings{dhondt2018tomosar,     title={Supervised classification from TomoSAR data},     author={D'Hondt, Olivier and H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={EUSAR 2018; 12th European Conference on Synthetic Aperture Radar},     pages={1181 --1184},     year={2018},     month={06},     publisher={VDE},     organization={},     doi={},     isbn={978-3-8007-4636-1}, }
	Exploiting GAN-Based SAR to Optical Image Transcoding for Improved Classification via Deep Learning A. Ley, O. D’Hondt, S. Valade, R. Hänsch, O. Hellwich, EUSAR 2018 Aachen, Germany, June 2018. Link     bibtex @inproceedings{ley2018gansar,     author={Ley, Andreas and Dhondt, Olivier and Valade, Sebastien and H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Exploiting GAN-Based SAR to Optical Image Transcoding for Improved Classification via Deep Learning},     booktitle={EUSAR 2018; 12th European Conference on Synthetic Aperture Radar},     year={2018},     month={06},     pages={396--401},     publisher={VDE},     organization={},     doi={},     isbn={978-3-8007-4636-1}, }
	Faster Trees: Strategies for accelerated training and prediction of Random Forests for classification of PolSAR images R. Hänsch, O. Hellwich, ISPRS TCIII Midterm 2018 Beijing, China, May 2018. Link     Paper     bibtex @article{haensch2018fastertrees,     author={H\"ansch, R. and Hellwich, O.},     title={Faster Trees: Strategies for Accelerated Training and Prediction of Random Forests for Classification of Polsar Images},     journal = {ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},     year = {2018},     month = {04},     pages = {105-112},     volume = {4-3},     doi={10.5194/isprs-annals-IV-3-105-2018},     issn={2194-9042},     publisher={Copernicus Publications}, }
	2018 IEEE GRSS Data Fusion Contest: Multi-modal land use classification B. Le Saux, N. Yokoya, R. Hänsch, S. Prasad, IEEE Geoscience and Remote Sensing Magazine. Link     Paper     bibtex @article{saux2018dfcannounce,     author={B. Le Saux and N. Yokoya and R. H{\"a}nsch and S. Prasad},     journal={IEEE Geoscience and Remote Sensing Magazine},     title={2018 IEEE GRSS Data Fusion Contest: Multimodal Land Use Classification [Technical Committees]},     year={2018},     volume={6},     number={1},     pages={52--54},     publisher={IEEE},     doi={10.1109/MGRS.2018.2798161},     issn={2168-6831},     month={03}, }
	Classification of PolSAR Images by Stacked Random Forests R. Hänsch, O. Hellwich, ISPRS International Journal of Geo-Information. Link     Paper     bibtex @article{haensch2018stackedrf,     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Classification of PolSAR Images by Stacked Random Forests},     journal={ISPRS International Journal of Geo-Information},     volume={7},     number={2},     year={2018},     month={02}     pages={74--90},     publisher={MDPI},     doi={10.3390/ijgi7020074},     issn={2220-9964}, }
	Towards Image Colorization with Random Forests H. Mohn, M. Gaebelein, R. Hänsch, O. Hellwich, VISAPP 2018 Funchal, Portugal, January 2018. Link     Paper     bibtex @inproceedings{mohn2018towards,     author={Mohn, Helge and Gaebelein, Mark and H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Towards Image Colorization with Random Forests.},     booktitle={VISAPP; 13th International Conference on Computer Vision Theory and Applications},     volume={4},     year={2018},     month={01},     pages={270--278},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0006570002700278},     isbn={978-989-758-290-5}, }
	Leveraging the Spatial Label Structure for Semantic Image Labeling using Random Forests M. Wöllhaf, R. Hänsch, O. Hellwich, VISAPP 2018 Funchal, Portugal, January 2018. Link     Paper     Project page     bibtex @inproceedings{mohn2018towards,     author={W{\"o}llhaf, Manuel and H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Leveraging the Spatial Label Structure for Semantic Image Labeling using Random Forests.},     booktitle={VISAPP; 13th International Conference on Computer Vision Theory and Applications},     volume={5},     year={2018},     month={01},     pages={193--200},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0006546801930200},     isbn={978-989-758-290-5}, }

2017

	Skipping the real world: Classification of PolSAR images without explicit feature extraction R. Hänsch, O. Hellwich, ISPRS Journal of Photogrammetry and Remote Sensing. Link     bibtex @article{haensch2018skipping,     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Skipping the real world: Classification of PolSAR images without explicit feature extraction},     journal={ISPRS Journal of Photogrammetry and Remote Sensing},     volume={140},     number={},     year={2017},     month={11}     pages={122--132},     publisher={Elsevier},     doi={10.1016/j.isprsjprs.2017.11.022},     issn={0924-2716}, }
	Automatic Building Abstraction from Aerial Photogrammetry A. Ley, R. Hänsch, O. Hellwich, PhotoGA 2017 Wuhan, China, September 2017. Link     Paper     bibtex @article{ley2017automatic,     author={Ley, Andreas and H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Automatic Building Abstraction from Aerial Photogrammetry},     journal={ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={4-2/W4},     year={2017},     month={09}     pages = {243-250},     publisher={Copernicus Publications},     doi={10.5194/isprs-annals-IV-2-W4-243-2017},     issn={2194-9042}, }
	Camera Based Detection of Pedestrians using Genetic Optimized Hough Forests M. Iwanczik, H. Türmer, R. Hänsch, A. Dehghani, FAST-zero '17 Nara, Japan, September 2017. bibtex @inproceedings{iwanczik2017hf,     author={Iwanczik, Matthias and T{\"u}rmer, Henry and H{\"a}nsch, Ronny and Dehghani, Anoushirvan},     title={Camera Based Detection of Pedestrians using Genetic Optimized Hough Forests},     booktitle={Proceedings of the 4th International Symposium on Future Active Safety Technology towards Zero-Traffic-Accidents (FAST-zero)},     volume={},     pages={},     year={2017},     month={},     publisher={JSAE},     organization={JSAE},     doi={},     ISSN={}, }
	Correct and still wrong: The relationship between sampling strategies and the estimation of the generalization error R. Hänsch, A. Ley, O. Hellwich, IGARSS 2017 Fort Worth, Texas, USA, July 2017. Link     bibtex @inproceedings{haensch2017correct,     title={Correct and still wrong: The relationship between sampling strategies and the estimation of the generalization error},     author={R. H{\"a}nsch and A. Ley and O. Hellwich},     booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},     volume={},     pages={3672--3675},     year={2017},     month={07},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2017.8127795},     ISSN={2153-7003}, }
	Near Real-time Object Detection in RGBD Data R. Hänsch, S. Kaiser, O. Hellwich, VISAPP 2017 Porto, Portugal, February 2017. Link     Paper     bibtex @inproceedings{haensch2017realtime3d,     title={Near Real-time Object Detection in RGBD Data.},     author={H{\"a}nsch, Ronny and Kaiser, Stefan and Hellwich, Olaf},     booktitle={Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (5: VISAPP)},     volume={5},     pages={179--186},     year={2017},     month={02},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0006101401790186},     isbn={978-989-758-226-4}, }
	Specularity, Shadow, and Occlusion Removal for Planar Objects in Stereo Case I. Nurutdinova, R. Hänsch, V. Mühler, S. Bourou, A.I. Papadaki, O. Hellwich, VISAPP 2017 Porto, Portugal, February 2017. Link     Paper     bibtex @inproceedings{nurutdinova2017specularity,     title={Specularity, Shadow, and Occlusion Removal for Planar Objects in Stereo Case.},     author={Nurutdinova, Irina and H{\"a}nsch, Ronny and M{\"u}hler, Vincent and Bourou, Stavroula and Papadaki, Alexandra I and Hellwich, Olaf},     booktitle={VISAPP; 12th International Conference on Computer Vision Theory and Applications},     volume={4},     pages={98--106},     year={2017},     month={02},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0006166100980106},     isbn={978-989-758-225-7}, }

2016

	SyB3R: A Realistic Synthetic Benchmark for 3D Reconstruction from Images A. Ley, R. Hänsch, O. Hellwich, ECCV 2016, Vol. VII, pp. 236-251, October 2016. Link     Paper     bibtex @inproceedings{ley2016syb3r,     title={SyB3R: A Realistic Synthetic Benchmark for 3D Reconstruction from Images},     author={Ley, Andreas and H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={ECCV 2016; European Conference on Computer Vision},     volume={},     pages={236--251},     year={2016},     month={10},     organization={},     publisher={Springer},     doi={10.1007/978-3-319-46448-0},     isbn={978-3-319-46447-3},     issn={0302-9743} }
	Task-dependent Band-Selection of Hyperspectral Images by Projection-Based Random Forests R. Hänsch, O. Hellwich, ISPRS 2016, Vol. III-7, pp. 263-270, July 2016. Link     Paper     bibtex @article{haensch2016task,     title={Task-Dependent Band-Selection of Hyperspectral Images by Project-Based Random Forests},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     journal={ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={3-7},     year={2016},     month={07},     pages={263--270},     publisher={Copernicus Publications},     doi={10.5194/isprsannals-III-7-263-2016},     issn={2194-904}, }
	Modern Methods of Bundle Adjustment on the GPU R. Hänsch, I. Drude, O. Hellwich, ISPRS 2016, Vol. III-3, pp. 43-50, July 2016. Link     Paper     bibtex @article{haensch2016bagpu,     title={Modern Methods of Bundle Adjustment on the GPU},     author={H{\"a}nsch, Ronny and Drude, I and Hellwich, Olaf},     journal={ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={3-3},     year={2016},     month={07},     pages={43--50},     publisher={Copernicus Publications},     doi={10.5194/isprsannals-III-3-43-2016},     issn={2194-904}, }
	Reconstructing White Walls: Multi-View, Multi-Shot 3D Reconstruction of Textureless Surfaces A. Ley, R. Hänsch, O. Hellwich, ISPRS 2016, Vol. III-3, pp. 91-98, July 2016. Link     Paper     bibtex @article{ley2016reconstructing,     title={Reconstructing White Walls: Multi-View, Multi-Shot 3D Reconstuction of Textureless Surfaces},     author={Ley, Andreas and H{\"a}nsch, Ronny and Hellwich, Olaf},     journal={ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={3-3},     year={2016},     month={07},     pages={91--98},     publisher={Copernicus Publications},     doi={10.5194/isprs-annals-III-3-91-2016},     issn={2194-904}, }
	Machine-Learning based detection of corresponding interest points in optical and SAR images R. Hänsch, O. Hellwich, IGARSS 2016, pp. 1492-1495, July 2016. Link     bibtex @inproceedings{haensch2016machine,     title={Machine-learning based detection of corresponding interest points in optical and SAR images},     author={H{\"a}nsch, Ronny and Hellwich, Olaf and Tu, Xiaohong},     booktitle={2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},     pages={1492--1495},     year={2016},     month={07},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2016.7729381},     issn={2153-7003}, }
	When to fuse what? Random Forest based fusion of low-, mid-, and high-level information for land cover classification from optical and SAR images R. Hänsch, O. Hellwich, IGARSS 2016, pp. 3587-3590, July 2016. Link     bibtex @inproceedings{{haensch2016fuse,     title={When to fuse what? random forest based fusion of low-, mid-, and high-level information for land cover classification from optical and SAR images},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={ 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},     pages={3587--3590},     year={2016},     month={07},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2016.7729929},     issn={2153-7003}, }
	Automated image analysis for trajectory determination of single drop collisions J. Kamp, R. Hänsch, G. Kendzierski, M. Kraume, O. Hellwich, Computers and Chemical Engineering, Vol. 89, 9, pp. 184-191, April 2016. Link     bibtex @article{kamp2016automated,     title={Automated image analysis for trajectory determination of single drop collisions},     author={Kamp, Johannes and H{\"a}nsch, Ronny and Kendzierski, Gregor and Kraume, Matthias and Hellwich, Olaf},     journal={Computers \& Chemical Engineering},     volume={89},     pages={184--191},     year={2016},     month={04},     publisher={Elsevier},     doi={10.1016/j.compchemeng.2016.03.033},     issn{0098-1354}, }
	Human Recognition in RGBD combining Object Detectors and Conditional Random Fields K. Amplianitis, R. Hänsch, R. Reulke, VISAPP 2016 Rome, Italy, February 2016. Link     Paper     bibtex @inproceedings{amplianitis2016human,     title={Human Recognition in RGBD Combining Object Detectors and Conditional Random Fields},     author={Amplianitis, Konstantinos and H{\"a}nsch, Ronny and Reulke, Ralf},     booktitle={Proceedings of the 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (4: VISAPP)},     volume={4},     pages={655--663},     year={2016},     month={02},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0005786006550663},     isbn={978-989-758-175-5}, }

2015

	Evaluation of tree creation methods within Random Forests for classification of PolSAR images R. Hänsch, O. Hellwich, IGARSS 2015 Milan, Italy, July 2015. Link     bibtex @inproceedings{haensch2015evaluation,     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Evaluation of tree creation methods within random forests for classification of PolSAR images},     booktitle={IGARSS 2015 - IEEE International Geoscience and Remote Sensing Symposium},     volume={},     year={2015},     month={07},     pages={361-364},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2015.7325775},     issn={2153-6996}, }
	Automatisierte Bilddatenanalyse zeitlich hochaufgelöster Tropfenkollisions- und Koaleszenzereignisse J. Kamp, R. Hänsch, G. Kendzierski, O. Hellwich, and M. KraumeChemie Ingenieur Technik. Link     bibtex @article{Kamp2015koll,     title={Automatisierte Bilddatenanalyse zeitlich hochaufgel\"oster Tropfenkollisions- und Koaleszenzereignisse},     author={Kamp, J. and Hänsch, R. and Kendzierski, G. and Hellwich, O. and Kraume, M.},     journal={Chemie Ingenieur Technik},     year={2015},     volume={87},     issue={8},     pages={1077-1078} }
	Feature-independent classification of hyperspectral images by Projection-Based Random Forests R. Hänsch, O. Hellwich, WHISPERS 2015 Tokyo, Japan, June 2015. Link     bibtex @inproceedings{haensch2015feature,     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     title={Feature-independent classification of hyperspectral images by projection-based random forests},     booktitle={WHISPERS 2015 - 13th International Conference on Computer Vision Theory and Applications},     volume={},     year={2015},     month={06},     pages={1--4},     publisher={IEEE},     organization={},     doi={10.1109/WHISPERS.2015.8075462},     isbn={978-1-4673-9016-3}, }
	Performance Assessment and Interpretation of Random Forests by Three-Dimensional Visualizations R. Hänsch, O. Hellwich, IVAPP 2015 - Proceedings of the International Conference on Information Visualization Theory and Applications Berlin, Germany, March 2015. Link     bibtex @inproceedings{haensch2015performance,     author={Ronny H{\"a}nsch and Olaf Hellwich},     title={Performance Assessment and Interpretation of Random Forests by Three-dimensional Visualizations},     booktitle={Proceedings of the 6th International Conference on Information Visualization Theory and Applications - Volume 1: IVAPP, (VISIGRAPP 2015)},     year={2015},     month={03},     pages={149--156},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0005310901490156},     isbn={978-989-758-088-8}, }
	Prior Knowledge about Camera Motion for Outlier Removal in Feature Matching E.K. Stathopoulou, R. Hänsch, O. Hellwich, VISAPP 2015 - Proceedings of the International Conference on Computer Vision Theory and Applications Berlin, Germany, March 2015. Link     bibtex @inproceedings{elisavet2015prior,     author={Elisavet K. Stathopoulou and Ronny H{\"a}nsch and Olaf Hellwich},     title={Prior Knowledge About Camera Motion for Outlier Removal in Feature Matching},     booktitle={Proceedings of the 10th International Conference on Computer Vision Theory and Applications - Volume 2: MMS-ER3D, (VISIGRAPP 2015)},     volume = {2},     year={2015},     month={03},     pages={603--610},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0005456406030610},     isbn={978-989-758-090-1}, }
	Automatic registration of unordered point clouds acquired by Kinect sensors using an overlap heuristic T. Weber, R. Hänsch, O. Hellwich, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 102, April 2015, Pages 96-109. Link     bibtex @article{weber2015automatic,     title={Automatic registration of unordered point clouds acquired by Kinect sensors using an overlap heuristic},     author={Weber, T and H{\"a}nsch, Ronny and Hellwich, Olaf},     journal={ISPRS Journal of Photogrammetry and Remote Sensing},     volume={102},     pages={96--109},     year={2015},     month={04},     publisher={Elsevier},     doi={10.1016/j.isprsjprs.2014.12.014},     issn{0924-2716}, }

2014

	Comparison of 3D Interest Point Detectors and Descriptors for Point Cloud Fusion Hänsch, R., Weber, T. & Hellwich, O., ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences 2014, pp. 57-64, Zurich, Switzerland, September 2014. Link     Paper     bibtex @article{haensch2014comparison,     author={H\"ansch, R. and Weber, T. and Hellwich, O.},     title={Comparison of 3D interest point detectors and descriptors for point cloud fusion},     journal={ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={3-3},     year={2014},     month={08}     pages = {57--64},     publisher={Copernicus Publications},     doi={10.5194/isprsannals-II-3-57-2014},     issn={2194-9042}, }
	Security Impact of High Resolution Smartphone Cameras Fiebig, T., Hänsch, R. & Krissler, J., Proceedings of the 23rd USENIX Security Symposium 2014, San Diego, USA, August 2014. Link     Paper     bibtex @inproceedings{fiebig2014security,     author = {Tobias Fiebig and Jan Krissler and Ronny H{\"a}nsch},     title = {Security Impact of High Resolution Smartphone Cameras},     booktitle = {WOOT 2014 : 8th USENIX Workshop on Offensive Technologies},     year = {2014},     month = {08},     pages={},     publisher = {{USENIX} Association},     doi={},     issn={}, }
	Graph-Cut Segmentation of Polarimetric SAR Images Hänsch, R., Hellwich, O. & Wang, X., Proceedings of the IGARSS 2014, pp. 1733-1736, Quebec, Canada, July 2014. Link     bibtex @inproceedings{haensch2014graph,     author={H{\"a}nsch, Ronny and Hellwich, Olaf and Wang, Xi},     title={Graph-cut segmentation of polarimetric SAR images},     booktitle={IGARSS 2014 - IEEE International Geoscience and Remote Sensing Symposium},     volume={},     year={2014},     month={07},     pages={1733-1736},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2014.6946786},     issn={2153-6996}, }
	Comparison of different Color Spaces for Image Segmentation using Graph-Cut Wang, X., Hänsch, R., Hellwich, O., Proceedings of the 9th International Conference on Computer Vision Theory and Applications, VISAPP 2014, pp. 301-308, Lisbon, Portugal, January 2014. Link     bibtex @inproceedings{wang2014comparison,     author={Xi Wang and Ronny H{\"a}nsch and Lizhuang Ma and Olaf Hellwich},     title={Comparison of Different Color Spaces for Image Segmentation using Graph-cut},     booktitle={VISIGRAPP 2014 - Proceedings of the 9th International Conference on Computer Vision Theory and Applications VISAPP},     volume={1},     year={2014},     month={01}     pages={301-308},     publisher={SciTePress},     organization={INSTICC},     doi={10.5220/0004681603010308},     isbn={978-989-758-003-1}, }

2013

Integrated Matching and Geocoding of SAR and Optical Satellite Images Hellwich, O., Wefelscheid, C., Lukaszewicz, J., Hänsch, R., Siddique, M.A. and Stanski, A., Proceedings of 6th Iberian Conference, ibPRIA 2013, Madeira, Portugal, June 2013. Link     Paper     bibtex @inproceedings{hellwich2013integrated,     title={Integrated Matching and Geocoding of SAR and Optical Satellite Images},     author={Hellwich, Olaf and Wefelscheid, Cornelius and Lukaszewicz, Jakub and H{\"a}nsch, Ronny and Siddique, M. Adnan and Stanski, Adam},     booktitle={ibPRIA 2013; Pattern Recognition and Image Analysis},     volume={},     pages={798--807},     year={2013},     month={06},     organization={},     publisher={Springer},     doi={10.1007/978-3-642-38628-2_95},     isbn={978-3-642-38628-2}, }

2012

Impact of Hierarchical Structures in Image Categorization Systems Klaghstan, M., Hänsch, R. und Hellwich, O., Proceedings of IPTA 2012, Turkey, Istanbul, October 2012. Link     bibtex @inproceedings{klaghstan2012impact,     title={Impact of hierarchical structures in image categorization systems},     author={Klaghstan, Merza and H{\"a}nsch, Ronny and Coquil, David and Hellwich, Olaf},     booktitle={IPTA 2012 - 3rd International Conference on Image Processing Theory, Tools and Applications},     pages={367--370},     year={2012},     month ={10},     publisher={IEEE},     organization={},     doi={10.1109/IPTA.2012.6469543},     issn={2154-512X}, }

Automated drop detection using image analysis for online particle size monitoring in multiphase systems Maaß, S., Rojahn, J., Hänsch, R. and Kraume, M., Computers and Chemical Engineering, Vol. 45, pp. 27-37, October 2012. Link     bibtex @article{Maass2012drop,     title={Automated drop detection using image analysis for online particle size monitoring in multiphase systems},     author={Sebastian Maa{\ss} and J{\"u}rgen Rojahn and Ronny H{\"a}nsch and Matthias Kraume},     journal={Computers \& Chemical Engineering},     volume={45},     pages={27--37},     year={2012},     month={04},     publisher={Elsevier},     doi={10.1016/j.compchemeng.2012.05.014},     issn{0098-1354}, }

2011

	Three-Dimensional Building Reconstruction Using Images Obtained By Unmanned Aerial Vehicles Wefelscheid, C., Hänsch, R. and Hellwich, O., Proceedings of the International Conference on Unmanned Aerial Vehicle in Geomatics (UAV-g) 2011, Editors: H. Eisenbeiss, M. Kunz and H. Ingensand, Zurich, Switzerland, September 2011. Link     Paper     bibtex @article{wefelscheid2011three,     title={Three-dimensional building reconstruction using images obtained by unmanned aerial vehicles},     author={Wefelscheid, Cornelius and H{\"a}nsch, Ronny and Hellwich, Olaf},     journal={ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={XXXVIII-1/C22},     pages={183--188},     year={2011},     month={09},     publisher={Copernicus Publications},     doi={10.5194/isprsarchives-XXXVIII-1-C22-183-2011},     issn = {1682-1750}, }
	Color Textons for Building Detection Hänsch, R. and Hellwich, O., The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XXXVIII-4/W19, Hannover, Germany, June 2011. Link     Paper     bibtex @article{haensch2011color,     title={Color Textons for Building Detection},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     journal={ISPRS-International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},     volume={XXXVIII-4/W19},     pages={97--100},     year={2011},     month={09},     publisher ={Copernicus Publications},     doi={10.5194/isprsarchives-XXXVIII-4-W19-97-2011},     issn = {1682-1750}, }
	Building Detection From One Orthophoto and High-Resolution InSAR Data Using Conditional Random Fields Hänsch, R., Wegner, J.D., Thiele, A. and Soergel, U., IEEE Journal of selected topics in applied Earth Observations and Remote Sensing, Vol. 4(1), pp. 83-91, March 2011. Link     bibtex @article{wegner2011building,     title={Building detection from one orthophoto and high-resolution InSAR data using conditional random fields},     author={Wegner, Jan Dirk and H{\"a}nsch, Ronny and Thiele, Antje and Soergel, Uwe},     journal={IEEE Journal of selected topics in applied Earth Observations and Remote Sensing},     volume={4},     number={1},     pages={83},     year={2011},     month={03},     publisher={IEEE},     organization={},     doi={10.1109/JSTARS.2010.2053521},     issn={1939-1404}, }

2010

	Complex-Valued Multi-Layer Perceptrons - An Application to Polarimetric SAR data Hänsch, R., PE&RS, Photogrammetric Engineering & Remote Sensing Journal, 76(9):1081-1088, 2010. Link     bibtex @article{haensch2010complex,     title={Complex-Valued Multi-Layer Perceptrons--An Application to Polarimetric SAR Data},     author={H{\"a}nsch, Ronny},     journal={PE\&RS 2010 - Photogrammetric Engineering \& Remote Sensing Journal},     volume={76},     number={9},     pages={1081--1088},     year={2010},     month={09},     publisher={American Society for Photogrammetry and Remote Sensing},     issn={0099-1112},     doi={10.14358/PERS.76.9.1081}, }
	Random Forests for Building Detection in Polarimetric SAR data Hänsch, R. and Hellwich, O., Proceedings of IGARRS 2010, Hawaii, USA, pp. 460-463, July 2010. Link     bibtex @inproceedings{haensch2010random,     title={Random forests for building detection in polarimetric sar data},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={IGARSS 2010 - IEEE International Geoscience and Remote Sensing Symposium},     volume={},     year={2010},     month={07},     pages={460--463},     publisher={IEEE},     organization={},     doi={10.1109/IGARSS.2010.5652539},     issn={2153-6996},     isbn={978-1-4244-9565-8}, }
	Convolutional Complex-Valued Neural Networks for Object Detection in PolSAR data Hänsch, R. and Hellwich, O., Proceedings of EUSAR 2010, VDE, Aachen,Germany, pp. 877-880, June 2010. Link     bibtex @inproceedings{haensch2010complex,     title={Complex-valued convolutional neural networks for object detection in PolSAR data},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={EUSAR 2010; 8th European Conference on Synthetic Aperture Radar},     year={2010},     month={06},     pages={877-880},     publisher={VDE},     organization={},     isbn={978-3-8007-3272-2}, }
	Fusion of high-resolution InSAR data and optical imagery for building detection using Conditional Random Fields Hänsch, R., Wegner, J.-D., Thiele, A. and Sörgel, U., Proceedings of EUSAR 2010, VDE, Aachen, Germany, pp. 1090-1093, June 2010. Link     bibtex @inproceedings{wegner2010fusion,     title={Fusion of high-resolution InSAR data and optical imagery for building detection using Conditional Random Fields},     author={Wegner, Jan Dirk and Soergel, Uwe and Haensch, Ronny and Thiele, Antje},     booktitle={EUSAR 2010; 8th European Conference on Synthetic Aperture Radar},     year={2010},     month={06},     pages={1090--1093},     publisher={VDE},     organization={},     isbn={978-3-8007-3272-2}, }

2009

Semi-Supervised Learning For Classification of Polarimetric SAR-Data Hänsch, R. and Hellwich, O., Proceedings of IGARSS 2009, Capetown, South Africa, July 2009. Link     bibtex @inproceedings{haensch2009semi,     title={Semi-supervised learning for classification of polarimetric SAR-data},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={IGARSS 2009 - IEEE International Geoscience and Remote Sensing Symposium},     volume={3},     pages={987-990},     year={2009},     month={02},     organization={IEEE},     doi={10.1109/IGARSS.2009.5417941},     isbn={978-1-4244-3394-0},     issn={2153-6996}, }

Classification of Polarimetric SAR Data by Complex Valued Neural Networks Hänsch, R. and Hellwich, O., Prodeedings of ISPRS Workshop 2009, Volume XXXVIII, Part 1-4-7/W5, Hannover, Germany, June 2009. Link     Paper     bibtex @inproceedings{haensch2009classification,     title={Classification of polarimetric SAR data by complex valued neural networks},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={ISPRS Hannover Workshop 2009: High-Resolution Earth Imaging for Geospatial Information},     volume={XXXVIII-1-4-7/W5},     pages={},     year={2009},     month={06},     publisher={Copernicus Publications},     issn={1682-1750}, }

2008

Weighted Pyramid Linking for Segmentation of Fully-Polarimetric SAR Data Hänsch, R., Jäger, M. and Hellwich, O., XXI Congress of the Int. Society for Photogrammetry and Remote Sensing (ISPRS), Int. Archives of Photogrammetry and Remote Sensing, vol. XXXVII, Beijing, China, July 2008. Link     Paper     bibtex @inproceedings{haensch2008weighted,     title={Weighted pyramid linking for segmentation of fully-polarimetric SAR data},     author={H{\"a}nsch, Ronny and Hellwich, Olaf},     booktitle={XXIst ISPRS Congress of the Int. Society for Photogrammetry and Remote Sensing Comission VII},     volume={XXXVII Part B7},     pages={95--100},     year={2008},     month={07},     publisher={Copernicus Publications},     issn={1682-1750}, }

Clustering by deterministic annealing and Wishart based distance measures for fully-polarimetric SAR-data Hänsch, R., Jäger, M. and Hellwich, O., Proceedings of EUSAR 2008, Volume 3, Friedrichshafen, Germany, pp. 419-422, June 2008 Link     bibtex @inproceedings{haensch2008clustering,     title={Clustering by deterministic annealing and Wishart based distance measures for fully-polarimetric SAR-data},     author={H{\"a}nsch, Ronny and J{\"a}ger, Marc and Hellwich, Olaf},     booktitle={EUSAR 2008; 7th European Conference on Synthetic Aperture Radar},     pages={},     year={2008},     month={06},     organization={VDE},     isbn={978-3-8007-3084-7}, }

2007

A Distributed Approach to Efficient Time-Domain SAR Processing Reigber, A., Jäger, M., Dietzsch, A., Hänsch, R., Weber, M., Przybyl, H., Prats, P., Proceedings of IGARSS'07, Barcelona, Spain, pp. 582-585, July 2007. Link     bibtex @inproceedings{reigber2007distributed,     title={A distributed approach to efficient time-domain SAR processing},     author={Reigber, Andreas and Jager, M and Dietzsch, Andreas and H\"ansch, R and Weber, Michael and Przybyl, Heiko and Prats, Pau},     conference={IGARSS 2007},     booktitle={IGARSS 2007; IEEE International Geoscience and Remote Sensing Symposium},     publisher={IEEE},     pages={582--585},     year={2007},     month={07},     organization={IEEE},     doi={10.1109/IGARSS.2007.4422861},     issn={2153-6996},     isbn={978-1-4244-1211-2}, }

Theses

• Generic object categorization in PolSAR images - and beyond
  Doctoral thesis, Technische Universität Berlin, 2014. [link]
• Offline Recognition of Japanese Characters
  Diploma thesis, Technische Universität Berlin, 2007.

Research in Media

• PhD-thesis summary in "Hochschulnachrichten", Journal for Photogrammetry, Remote Sensing and Geoinformation Science, No. 6, 2014
• BR-online: Hochauflösende Kameras: Wie Smartphones zum Sicherheitsrisiko werden
• heise.de: Smartphones: Passwörter und Fingerabdrücke mittels eingebauter Kamera ausspioniert
• spiegel.de: Smartphone-Kameras: Hohe Auflösung, hohes Sicherheitsrisiko

• Latest News

• 07.07.2024

  Gave a tutorial on "Introduction to Machine Learning" at IGARSS 2024.

  17.06.2024

  Co-chaired a successful EarthVision Workshop at CVPR 2024.

  10.05.2024

  Was elected to chair the German IEEE GRSS Chapter.

  23.04.2024

  Gave a tutorial on "Machine Learning for SAR Analysis - From fully- to self-supervised deep learning" at EuSAR 2024.

  17.04.2024

  Gave a keynote on "The Remote Sensing of Floods" at the M2GARSS 2024.

  19.03.2024

  Joined an interesting panel discussion at the "Machine Learning and Data Management for Earth Observation” workshop in Berlin, Germany.

  01.01.2024

  Started my new role as Editor in Chief of the IEEE GRS Letters.

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