Publication Details |
| Category | Text Publication |
| Reference Category | Book chapters |
| DOI | 10.1109/IGARSS55030.2025.11242519 |
| Title (Primary) | 3D-ABC: A foundation model for global terrestrial 3D above and below ground carbon stock mapping |
| Title (Secondary) | IGARSS 2025 - IEEE International Geoscience and Remote Sensing Symposium, Brisbane, Australia, 03-08 August 2025 |
| Author | Grosse, G.; Hashemi, J.; van Delden, L.; Lübker, T.; Nitze, I.; Strauss, J.; Kruse, S.; Herzschuh, U.; Ghamisi, P.; Steinbach, P.; Joshi, G.; Yu, W.; Rizaldy, A.; Gloaguen, R.; Cavallaro, G.; Zandi, E.; Sedona, R.; Hashim, S.; Mandal, S.; Herold, M.; Song, Q.; Besnard, S.; Urbazaev, M.; Sips, M.; Huth, A.; Hajnsek, I.; Pardini, M. |
| Source Titel | International Geoscience and Remote Sensing Symposium |
| Year | 2025 |
| Department | OESA |
| Page From | 862 |
| Page To | 866 |
| Language | englisch |
| Topic | T5 Future Landscapes |
| Keywords | Frequency modulation; Three-dimensional displays; Accuracy; Foundation models; Zero shot learning; Vegetation mapping; Land surface; Carbon dioxide;Geospatial analysis;Carbon;Foundation Models; 3D-ABC; Global Carbon Budget; Vegetation; Soils; Permafrost; Remote Sensing; TanDEM-X; GEDI; AI for Earth Observation; Carbon Mapping |
| Abstract | Recent advances in Foundation Models (FMs) are transforming AI, enabling remarkable generalization and zero-shot learning capabilities. The Helmholtz Foundation Model Initiative is developing the 3D Above and Below Ground Carbon Stocks foundation model (3D-ABC FM), a tool targeting the accurate mapping and quantification of terrestrial above- and below-ground carbon stocks in soils and vegetation at high spatial resolution. Understanding the global carbon budget with its carbon sources and sinks is crucial for guiding emission pathways and climate policies. The 3D-ABC FM aims to provide a seamless understanding of vegetation and soil carbon distribution by integrating multimodal datasets and addressing complex challenges such as multi-dimensionality and multi-resolution in FMs. 3D-ABC FM offers a transformative approach monitoring terrestrial carbon and advancing climate science. |
| Persistent UFZ Identifier | https://www.ufz.de/index.php?en=20939&ufzPublicationIdentifier=31731 |
| Grosse, G., Hashemi, J., van Delden, L., Lübker, T., Nitze, I., Strauss, J., Kruse, S., Herzschuh, U., Ghamisi, P., Steinbach, P., Joshi, G., Yu, W., Rizaldy, A., Gloaguen, R., Cavallaro, G., Zandi, E., Sedona, R., Hashim, S., Mandal, S., Herold, M., Song, Q., Besnard, S., Urbazaev, M., Sips, M., Huth, A., Hajnsek, I., Pardini, M. (2025): 3D-ABC: A foundation model for global terrestrial 3D above and below ground carbon stock mapping IGARSS 2025 - IEEE International Geoscience and Remote Sensing Symposium, Brisbane, Australia, 03-08 August 2025 International Geoscience and Remote Sensing Symposium Institute of Electrical and Electronics Engineers (IEEE), New York, NY, p. 862 - 866 10.1109/IGARSS55030.2025.11242519 |
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