RH
Ronny Hänsch
cs.CVcs.LGeess.IVcs.AIphysics.comp-ph
On Valency
published · living versionsW_arscu7rs·v1 · currentpublished
See the Future, Classify the Present: Stochastic Latent World Modeling for Hyperspectral Images
with Muhammad Ahmad, Gemine Vivone, Ahmed Sohaib, Manuel Mazzara +1
1 version
Preprints & journals
16 papers in the corpus · 2021–2026See the Future, Classify the Present: Stochastic Latent World Modeling for Hyperspectral Images2610.25781v1 · Muhammad Ahmad, Gemine Vivone, Ronny Hansch et al.2026 · 0 citationsarXivon Valency
Hybrid Machine Learning Model for Forest Height Estimation from TanDEM-X and Landsat Data2605.20997v1 · Islam Mansour, Ronny Haensch, Irena Hajnsek et al.2026 · 0 citationsarXiv
Data-Centric Benchmark for Label Noise Estimation and Ranking in Remote Sensing Binary Building Segmentation2603.00604v2 · Keiller Nogueira, Codrut-Andrei Diaconu, D'avid Kerekes et al.2026 · 1 citationarXiv
Very High-Resolution Forest Mapping with TanDEM-X InSAR Data and Self-Supervised Learning2505.03327v1 · Jos'e-Luis Bueso-Bello, Benjamin Chauvel, Daniel Carcereri et al.2025 · 0 citationsarXiv
Core-Set Selection for Data-efficient Land Cover Segmentation2505.01225v3 · Keiller Nogueira, Akram Zaytar, Wanli Ma et al.2025 · 0 citationsarXiv
Better Coherence, Better Height: Fusing Physical Models and Deep Learning for Forest Height Estimation from Interferometric SAR Data2504.10395v1 · Ragini Bal Mahesh, Ronny Hansch2025 · 1 citationarXiv
Hybrid AI-Physical Modeling for Penetration Bias Correction in X-band InSAR DEMs: A Greenland Case Study2504.08909v2 · Islam Mansour, Georg Fischer, Ronny Haensch et al.2025 · 1 citationarXiv
CerraData-4MM: A multimodal benchmark dataset on Cerrado for land use and land cover classification2502.00083v1 · Mateus de Souza Miranda, Ronny Hansch, Valdivino Alexandre de Santiago J'unior et al.2025 · 2 citationsarXiv
Better, Not Just More: Data-Centric Machine Learning for Earth Observation2312.05327v4 · Ribana Roscher, Marc Ru\sswurm, Caroline Gevaert et al.2023 · 26 citationsIEEE Geoscience and Remote Sensing Magazine, vol. 12, no. 4, pp. 335-355, Dec. 2024
Leveraging Citizen Science for Flood Extent Detection using Machine Learning Benchmark Dataset2311.09276v1 · Muthukumaran Ramasubramanian, Iksha Gurung, Shubhankar Gahlot et al.2023 · 1 citationarXiv
There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation2310.19231v1 · Michael Schmitt, Seyed Ali Ahmadi, Yonghao Xu et al.2023 · 46 citationsPublished in IEEE Geoscience and Remote Sensing Magazine, vol. 11, no. 3, pp. 63-97, Sept. 2023
Revealing influencing factors on global waste distribution via deep-learning based dumpsite detection from satellite imagery.36922495 · Sun, Xian, Yin, Dongshuo, Qin, Fei et al.2023 · 105 citationsNature communications. 2023;14(1):1444
EOD: The IEEE GRSS Earth Observation Database2209.12480v1 · Michael Schmitt, Pedram Ghamisi, Naoto Yokoya et al.2022 · 11 citationsarXiv
Random Ferns for Semantic Segmentation of PolSAR Images2202.03498v1 · Pengchao Wei, Ronny Hansch2022 · 3 citationsarXiv
Deep Learning and Earth Observation to Support the Sustainable Development Goals2112.11367v1 · Claudio Persello, Jan Dirk Wegner, Ronny Hansch et al.2021 · 6 citationsarXiv
There is no data like more data -- current status of machine learning datasets in remote sensing2105.11726v2 · Michael Schmitt, Seyed Ali Ahmadi, Ronny Hansch2021 · 32 citationsarXiv
Career total: 164 works. 16 are in this corpus.
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