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Marszalek, Michael and Vinge, Rikard and Koch, Amelie and Wittmann, Isabelle and Albrecht, Conrad M (2025) Progress on benchmarking geospatial foundation models. DLR Wissens Austausch Workshops Machine Learning 11, 2025-10-28 - 2025-10-30, München, Deutschland.
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Abstract
We present our efforts to establish a framework to put the promise of geospatial foundation models to the test: the generation of general embeddings one may utilize for a wide range of downstream tasks. To that end we provide a diverse set of applications from agriculture monitoring to maritime awareness that we utilized as hidden downstream tasks for the 2025 CVPR EARTHVISION data challenge. As a result we introduce the NeuCo-Bench framework that intends to grow an "Earth2Vec" community around neural compression bringing together academia, government entities, and the corporate world.
| Item URL in elib: | https://elib.dlr.de/218360/ | ||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Poster) | ||||||||||||||||||||||||
| Title: | Progress on benchmarking geospatial foundation models | ||||||||||||||||||||||||
| Authors: |
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| Date: | 29 October 2025 | ||||||||||||||||||||||||
| Refereed publication: | No | ||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||
| Keywords: | Earth Observation, Neural Compression, compression for machines | ||||||||||||||||||||||||
| Event Title: | DLR Wissens Austausch Workshops Machine Learning 11 | ||||||||||||||||||||||||
| Event Location: | München, Deutschland | ||||||||||||||||||||||||
| Event Type: | Workshop | ||||||||||||||||||||||||
| Event Start Date: | 28 October 2025 | ||||||||||||||||||||||||
| Event End Date: | 30 October 2025 | ||||||||||||||||||||||||
| Organizer: | German Aerospace Center (DLR) | ||||||||||||||||||||||||
| 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 - Optical remote sensing | ||||||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||||||
| Institutes and Institutions: | Remote Sensing Technology Institute > EO Data Science | ||||||||||||||||||||||||
| Deposited By: | Vinge, Rikard | ||||||||||||||||||||||||
| Deposited On: | 10 Nov 2025 12:00 | ||||||||||||||||||||||||
| Last Modified: | 18 Nov 2025 14:31 |
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