Binned MSE for Imbalanced Dust Density Estimation.

Wolfgang Groß Wolfgang Gross Andreas Michel Jannick Kuester Jannik Sheikh Wolfgang Gross Martin Weinmann Binned MSE for Imbalanced Dust Density Estimation. 1-5 2025 MVA https://doi.org/10.23919/MVA65244.2025.11175059 conf/mva/2025 db/conf/mva/mva2025.html#MichelKSGW25 streams/conf/mva Benjamin Kiefer Lojze Zust Jon Muhovic Matej Kristan Janez Pers Matija Tersek Uma Mudenagudi Chaitra Desai Arnold Wiliem Marten Kreis Nikhil Akalwadi Yitong Quan Zhiqiang Zhong Zhe Zhang Sujie Liu Xuran Chen Yang Yang Matej Fabijanic Fausto Ferreira Seongju Lee Junseok Lee 0003 Kyoobin Lee Shanliang Yao Runwei Guan Xiaoyu Huang Yi Ni Himanshu Kumar Yuan Feng Yi-Ching Cheng Tzu-Yu Lin Chia-Ming Lee Chih-Chung Hsu Jannik Sheikh Andreas Michel Wolfgang Gross Martin Weinmann Josip Saric Yipeng Lin Xiang Yang Nan Jiang Yutang Lu Fei Feng Ali Awad Evan Lucas Ashraf Saleem Ching-Heng Cheng Yu-Fan Lin 3<sup>rd</sup> Workshop on Maritime Computer Vision (MaCVi) 2025: Challenge Results. 1457-1484 2025 WACV (Workshops) https://doi.org/10.1109/WACVW65960.2025.00170 conf/wacv/2025w db/conf/wacv/wacv2025w.html#KieferZMKPTMDWK25

Benjamin Kiefer Lojze Zust Jon Muhovic Matej Kristan Janez Pers Matija Tersek Uma Mudenagudi Chaitra Desai Arnold Wiliem Marten Kreis Nikhil Akalwadi Yitong Quan Zhiqiang Zhong Zhe Zhang Sujie Liu Xuran Chen Yang Yang Matej Fabijanic Fausto Ferreira Seongju Lee Junseok Lee 0003 Kyoobin Lee Shanliang Yao Runwei Guan Xiaoyu Huang Yi Ni Himanshu Kumar Yuan Feng Yi-Ching Cheng Tzu-Yu Lin Chia-Ming Lee Chih-Chung Hsu Jannik Sheikh Andreas Michel Wolfgang Gross Martin Weinmann Josip Saric Yipeng Lin Xiang Yang Nan Jiang Yutang Lu Fei Feng Ali Awad Evan Lucas Ashraf Saleem Ching-Heng Cheng 3rd Workshop on Maritime Computer Vision (MaCVi) 2025: Challenge Results. 2025 January abs/2501.10343 CoRR https://doi.org/10.48550/arXiv.2501.10343 db/journals/corr/corr2501.html#abs-2501-10343 streams/journals/corr

Jannick Kuester Wolfgang Gross Andreas Michel Simon Schreiner Wolfgang Middelmann Michael Heizmann 3D-Hybrid Convolutional Autoencoder Model for Hyperspectral Satellite Data Compression. 2564-2567 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10640551 conf/igarss/2024 db/conf/igarss/igarss2024.html#KuesterGMSMH24 streams/conf/igarss Wolfgang Gross Simon Schreiner Jannick Kuester Andreas Michel Wolfgang Middelmann Marius Vögtli Luc Sierro Mathias Kneubühler Comparing Machine Learning and Classical Approaches for Detection of Camouflage Targets in Hyperspectral Data. 7995-7999 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10640891 conf/igarss/2024 db/conf/igarss/igarss2024.html#GrossSKMMVSK24 streams/conf/igarss Benjamin Kiefer Lojze Zust Matej Kristan Janez Pers Matija Tersek Arnold Wiliem Martin Messmer Cheng-Yen Yang Hsiang-Wei Huang Zhongyu Jiang Heng-Cheng Kuo Jie Mei 0003 Jenq-Neng Hwang Daniel Stadler Lars Sommer Kaer Huang Aiguo Zheng Weitu Chong Kanokphan Lertniphonphan Jun Xie 0003 Feng Chen 0044 Jian Li Zhepeng Wang 0002 Luca Zedda Andrea Loddo Cecilia Di Ruberto Tuan-Anh Vu Hai Nguyen-Truong Tan-Sang Ha Quan-Dung Pham Sai-Kit Yeung Yuan Feng Nguyen Thanh Thien Lixin Tian Sheng-Yao Kuan Yuan-Hao Ho Ángel Bueno Rodríguez Borja Carrillo-Perez Alexander Klein Antje Alex Yannik Steiniger Felix Sattler Edgardo Solano-Carrillo Matej Fabijanic Magdalena Sumunec Nadir Kapetanovic Andreas Michel Wolfgang Gross Martin Weinmann 2<sup>nd</sup> Workshop on Maritime Computer Vision (MaCVi) 2024: Challenge Results. 869-891 2024 WACV (Workshops) https://doi.org/10.1109/WACVW60836.2024.00099 conf/wacv/2024w db/conf/wacv/wacv2024w.html#KieferZKPTWMYHJKMHSSHZCLXCLWZLRVNHPYFT24 Jonathan González-Santiago Wolfgang Gross Wolfgang Middelmann Evaluation of Self-Supervised Learning Techniques for Non-Parametric Few-Shot Hyperspectral-Lidar Classification. 1-6 2024 WHISPERS https://doi.org/10.1109/WHISPERS65427.2024.10876496 conf/whispers/2024 db/conf/whispers/whispers2024.html#Gonzalez-Santiago24 Jannick Kuester Andreas Michel Simon Schreiner Wolfgang Middelmann Wolfgang Gross Michael Heizmann Effects of a Multi-Sensor Convolutional Autoencoder Model for Lossy Hyperspectral Data Compression on Surveillance Target Detection. 1-5 2024 WHISPERS https://doi.org/10.1109/WHISPERS65427.2024.10876501 conf/whispers/2024 db/conf/whispers/whispers2024.html#KuesterMSMGH24

Jannick Kuester Wolfgang Gross Simon Schreiner Wolfgang Middelmann Michael Heizmann Adaptive Two-Stage Multisensor Convolutional Autoencoder Model for Lossy Compression of Hyperspectral Data. 1-22 2023 61 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3328222 db/journals/tgrs/tgrs61.html#KuesterGSMH23

Wolfgang Gross Florian Queck Simon Schreiner Jonas Mispelhorn Jannick Kuester Wolfgang Middelmann Marius Vögtli Mathias Kneubühler Experimental Approach to Camouflaged Target Detection and Camouflage Evaluation. 2149-2152 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10282243 conf/igarss/2023 db/conf/igarss/igarss2023.html#GrossQSMKMVK23 Marius Vögtli Luc Sierro Mathias Kneubühler Simon Schreiner Wolfgang Gross Florian Queck Jannick Kuester Jonas Mispelhorn Wolfgang Middelmann Hyperthun'22: A Multi-Sensor Multi-Temporal Camouflage Detection Campaign. 2153-2156 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10282104 conf/igarss/2023 db/conf/igarss/igarss2023.html#VogtliSKSGQKMM23 Jannick Kuester Wolfgang Groß Simon Schreiner Wolfgang Middelmann Michael Heizmann Convolutional Autoencoder Model for Hyperspectral Multi-Sensor Satellite Data Compression. 5383-5386 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10281489 conf/igarss/2023 db/conf/igarss/igarss2023.html#KuesterGSMH23 Jonathan González-Santiago Fabian Schenkel Wolfgang Gross Wolfgang Middelmann Deep Self-Supervised Hyperspectral-Lidar Fusion for Land Cover Classification. 5910-5913 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10282326 conf/igarss/2023 db/conf/igarss/igarss2023.html#GonzalezSantiagoSGM23 Jonathan González-Santiago Wolfgang Gross Fabian Schenkel Wolfgang Middelmann Deep Self-Supervised Image Denoising for Joint Hyperspectral-Lidar Classification. 1-5 2023 WHISPERS https://doi.org/10.1109/WHISPERS61460.2023.10431179 conf/whispers/2023 db/conf/whispers/whispers2023.html#Gonzalez-Santiago23

Benjamin Kiefer Lojze Zust Matej Kristan Janez Pers Matija Tersek Arnold Wiliem Martin Messmer Cheng-Yen Yang Hsiang-Wei Huang Zhongyu Jiang Heng-Cheng Kuo Jie Mei 0003 Jenq-Neng Hwang Daniel Stadler Lars Sommer Kaer Huang Aiguo Zheng Weitu Chong Kanokphan Lertniphonphan Jun Xie 0003 Feng Chen 0044 Jian Li Zhepeng Wang 0002 Luca Zedda Andrea Loddo Cecilia Di Ruberto Tuan-Anh Vu Hai Nguyen-Truong Tan-Sang Ha Quan-Dung Pham Sai-Kit Yeung Yuan Feng Nguyen Thanh Thien Lixin Tian Sheng-Yao Kuan Yuan-Hao Ho Ángel Bueno Rodríguez Borja Carrillo-Perez Alexander Klein Antje Alex Yannik Steiniger Felix Sattler Edgardo Solano-Carrillo Matej Fabijanic Magdalena Sumunec Nadir Kapetanovic Andreas Michel Wolfgang Gross Martin Weinmann The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024. 2023 abs/2311.14762 CoRR https://doi.org/10.48550/arXiv.2311.14762 db/journals/corr/corr2311.html#abs-2311-14762

Andreas Michel Wolfgang Gross Fabian Schenkel Wolfgang Middelmann Class-aware Object Counting. 469-478 2022 WACV (Workshops) https://doi.org/10.1109/WACVW54805.2022.00053 conf/wacv/2022w db/conf/wacv/wacv2022w.html#MichelGSM22 Jonathan González-Santiago Fabian Schenkel Wolfgang Gross Wolfgang Middelmann Deep Self-Supervised Pixel-Level Learning For Hyperspectral Classification. 1-5 2022 WHISPERS https://doi.org/10.1109/WHISPERS56178.2022.9955106 conf/whispers/2022 db/conf/whispers/whispers2022.html#Gonzalez-Santiago22 Jannick Kuester Wolfgang Gross Simon Schreiner Michael Heizmann Wolfgang Middelmann Transferability of Convolutional Autoencoder Model For Lossy Compression to Unknown Hyperspectral Prisma Data. 1-5 2022 WHISPERS https://doi.org/10.1109/WHISPERS56178.2022.9955109 conf/whispers/2022 db/conf/whispers/whispers2022.html#KuesterGSHM22

Simon Schreiner Dubravko Culibrk Michele Bandecchi Wolfgang Gross Wolfgang Middelmann Soil monitoring for precision farming using hyperspectral remote sensing and soil sensors. 325-335 2021 69 Autom. 4 https://doi.org/10.1515/auto-2020-0042 db/journals/at/at69.html#SchreinerCBGM21

Andreas Michel Wolfgang Groß Fabian Schenkel Wolfgang Middelmann Hyperspectral Band Selection within a Deep Reinforcement Learning Framework. 52-55 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9324338 conf/igarss/2020 db/conf/igarss/igarss2020.html#MichelGSM20 Marius Vögtli Simon Schreiner Jonas E. Böhler Wolfgang Groß Jannick Kuester Jonas Mispelhorn Andreas Hueni Wolfgang Middelmann Mathias Kneubühler A Multi-Scale and Multi-Temporal Hyperspectral Target Detection Experiment - From Design to First Results. 660-663 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9323269 conf/igarss/2020 db/conf/igarss/igarss2020.html#VogtliSBGKMHMK20 Wolfgang Gross Dimitri Bulatov Simon Schreiner Wolfgang Middelmann Feature Concatenation of Hyperspectral and DEM Data for Land Cover Classification. 1303-1306 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9323131 conf/igarss/2020 db/conf/igarss/igarss2020.html#GrossBSM20 Wolfgang Groß Nonlinear feature normalization for hyperspectral feature transfer Stuttgart University, Germany 2019 base-search.net (ftunivstutt:oai:elib.uni-stuttgart.de:11682/10666) https://doi.org/10.18419/opus-10649 https://nbn-resolving.org/urn:nbn:de:bsz:93-opus-ds-106669 http://elib.uni-stuttgart.de/handle/11682/10666 https://www.base-search.net/Record/21b6b62479a193f1ad5c4ed8f4a226652d35fd54c0ffef2bfda24b88fd52b2ed

Wolfgang Groß Devis Tuia Uwe Soergel Wolfgang Middelmann Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects. 5975-5990 2019 57 IEEE Trans. Geosci. Remote. Sens. 8 https://doi.org/10.1109/TGRS.2019.2903719 db/journals/tgrs/tgrs57.html#GrossTSM19

Wolfgang Gross Dimitri Bulatov Peter Solbrig Application of Nonlinear Feature Normalization on Combined Hyperspectral and Lidar Data. 1100-1103 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8898979 conf/igarss/2019 db/conf/igarss/igarss2019.html#GrossBS19 Wolfgang Groß Nayeli Espinosa Merlin Becker Simon Schreiner Wolfgang Middelmann Improving Linear Classification Using Semi-Supervised Invertible Manifold Alignment. 3551-3554 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8517874 conf/igarss/2018 db/conf/igarss/igarss2018.html#GrossEBSM18 Nayeli Espinosa Andreas Lenz Wolfgang Groß Wolfgang Middelmann Towards Fast 3D Reconstruction of Urban Areas from Aerial Nadir Images for a Near Real-Time Remote Sensing System. 6472-6475 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8518770 conf/igarss/2018 db/conf/igarss/igarss2018.html#EspinosaLGM18 Wolfgang Groß Sascha Lange Joschka Bödecker Manuel Blum 0002 Predicting Time Series with Space-Time Convolutional and Recurrent Neural Networks. 2017 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2017-38.pdf conf/esann/2017 db/conf/esann/esann2017.html#GrossLB017 Goksu Keskin Wolfgang Groß Wolfgang Middelmann Color-guided enhancement of airborne laser scanning data. 2617-2620 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8127531 conf/igarss/2017 db/conf/igarss/igarss2017.html#KeskinGM17 Andreas Lenz Hendrik Schilling Wolfgang Groß Wolfgang Middelmann Evaluation and performance analysis of hydrocarbon detection methods using hyperspectral data. 2680-2683 2015 IGARSS https://doi.org/10.1109/IGARSS.2015.7326365 conf/igarss/2015 db/conf/igarss/igarss2015.html#LenzSGM15 Wolfgang Groß Sebastian Wuttke Wolfgang Middelmann Transformation of hyperspectral data to improve classification by mitigating nonlinear effects. 1-4 2015 WHISPERS https://doi.org/10.1109/WHISPERS.2015.8075470 conf/whispers/2015 db/conf/whispers/whispers2015.html#GrossWM15 Wolfgang Groß Goksu Keskin Hendrik Schilling Andreas Lenz Wolfgang Middelmann Automatic modeling of nonlinear signal source variations in hyperspectral data. 2965-2968 2014 IGARSS https://doi.org/10.1109/IGARSS.2014.6947099 conf/igarss/2014 db/conf/igarss/igarss2014.html#GrossKSLM14 Andreas Lenz Hendrik Schilling Dominik Perpeet Sebastian Wuttke Wolfgang Groß Wolfgang Middelmann Automatic in-flight boresight calibration considering topography for hyperspectral pushbroom sensors. 2981-2984 2014 IGARSS https://doi.org/10.1109/IGARSS.2014.6947103 conf/igarss/2014 db/conf/igarss/igarss2014.html#LenzSPWGM14 Wolfgang Groß Hendrik Schilling Wolfgang Middelmann An approach to fully unsupervised hyperspectral unmixing. 4714-4717 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6350412 conf/igarss/2012 db/conf/igarss/igarss2012.html#GrossSM12 Wolfgang Groß Torsten Meyer Frank Zimmer Claus Herrmann The Reference Point Method: Requirements-Based ICT Convergence Solution Development. 193 2002 conf/re/2002 RE https://doi.org/10.1109/ICRE.2002.1048524 https://doi.ieeecomputersociety.org/10.1109/ICRE.2002.1048524 db/conf/re/re2002.html#GrossMZH02 Nikhil Akalwadi Antje Alex Ali Awad Michele Bandecchi Merlin Becker Manuel Blum 0002 Joschka BoedeckerJoschka Bödecker Jonas E. Böhler Ángel BuenoÁngel Bueno Rodríguez Dimitri Bulatov Borja Carrillo-Perez Feng Chen 0044 Xuran Chen Ching-Heng Cheng Yi-Ching Cheng Weitu Chong Dubravko Culibrk Chaitra Desai Nayeli Espinosa Matej Fabijanic Fei Feng Yuan Feng Fausto Ferreira Jonathan González-Santiago Runwei Guan Tan-Sang Ha Michael Heizmann Claus Herrmann Yuan-Hao Ho Chih-Chung Hsu Hsiang-Wei Huang Kaer Huang Xiaoyu Huang Andreas Hueni Jenq-Neng Hwang Nan Jiang Zhongyu Jiang Nadir Kapetanovic Goksu Keskin Benjamin Kiefer Alexander Klein Mathias Kneubühler Marten Kreis Matej Kristan Sheng-Yao Kuan Jannick Kuester Himanshu Kumar Heng-Cheng Kuo Sascha Lange Chia-Ming Lee Junseok Lee 0003 Kyoobin Lee Seongju Lee Andreas Lenz Kanokphan Lertniphonphan Jian Li Tzu-Yu Lin Yipeng Lin Yu-Fan Lin Sujie Liu Andrea Loddo Yutang Lu Evan Lucas Jie Mei 0003 Martin Messmer Torsten Meyer Andreas Michel Wolfgang Middelmann Jonas Mispelhorn Uma Mudenagudi Jon Muhovic Hai Nguyen-Truong Yi Ni Dominik Perpeet Janez Pers Quan-Dung Pham Yitong Quan Florian Queck Cecilia Di Ruberto Ashraf Saleem Josip Saric Felix Sattler Fabian Schenkel Hendrik Schilling Simon Schreiner Jannik Sheikh Luc Sierro Edgardo Solano-Carrillo Peter Solbrig Lars Wilko SommerLars Sommer Uwe SörgelUwe Soergel Daniel Stadler Yannik Steiniger Magdalena Sumunec Matija Tersek Nguyen Thanh Thien Lixin Tian Devis Tuia Marius Vögtli Tuan-Anh Vu Zhepeng Wang 0002 Martin Weinmann Arnold Wiliem Sebastian Wuttke Jun Xie 0003 Cheng-Yen Yang Xiang Yang Yang Yang Shanliang Yao Sai-Kit Yeung Luca Zedda Zhe Zhang Aiguo Zheng Zhiqiang Zhong Frank Zimmer Lojze Zust