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Bueso Bello, Jose Luis and Chauvel, Benjamin and Carcereri, Daniel and Milillo, Pietro and Hänsch, Ronny and Rizzoli, Paola (2025) High-Resolution Forest Mapping With TanDEM-X Interferometric SAR Data and Self-Supervised Learning. In: ESA Living Planet Symposium 2025. ESA Living Planet Symposium, 2025-06-23 - 2025-06-27, Vienna, Austria.
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Abstract
The objective of this study is to investigate the potential of SSL methods for forest mapping with TanDEM-X InSAR data processed down to 6 m resolution and to benchmark them with respect to a traditional fully-supervised learning approach.
| Item URL in elib: | https://elib.dlr.de/209365/ | ||||||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||||||
| Title: | High-Resolution Forest Mapping With TanDEM-X Interferometric SAR Data and Self-Supervised Learning | ||||||||||||||||||||||||||||
| Authors: |
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| Date: | June 2025 | ||||||||||||||||||||||||||||
| Journal or Publication Title: | ESA Living Planet Symposium 2025 | ||||||||||||||||||||||||||||
| Refereed publication: | No | ||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||
| Keywords: | Synthetic Aperture Radar, TanDEM-X, rainforest, tropical forest, forest mapping, deforestation monitoring, deep learning, convolutional neural network | ||||||||||||||||||||||||||||
| Event Title: | ESA Living Planet Symposium | ||||||||||||||||||||||||||||
| Event Location: | Vienna, Austria | ||||||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||||||
| Event Start Date: | 23 June 2025 | ||||||||||||||||||||||||||||
| Event End Date: | 27 June 2025 | ||||||||||||||||||||||||||||
| Organizer: | ESA | ||||||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||||||
| HGF - Program: | Space | ||||||||||||||||||||||||||||
| HGF - Program Themes: | Earth Observation | ||||||||||||||||||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||||||||||||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||||||||||
| DLR - Research theme (Project): | R - Support TerraSAR-X/TanDEM-X operations | ||||||||||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||||||||||
| Institutes and Institutions: | Microwaves and Radar Institute Microwaves and Radar Institute > Spaceborne SAR Systems Microwaves and Radar Institute > SAR Technology | ||||||||||||||||||||||||||||
| Deposited By: | Bueso Bello, Jose Luis | ||||||||||||||||||||||||||||
| Deposited On: | 29 Nov 2024 16:24 | ||||||||||||||||||||||||||||
| Last Modified: | 12 Nov 2025 11:13 |
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