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| Hauptseite > Publikationsdatenbank > Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications > print |
| Hauptseite > Publikationsdatenbank > Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications > print |
| 001 | 1050065 | ||
| 005 | 20260109202557.0 | ||
| 024 | 7 | _ | |a 10.1109/TGRS.2025.3642610 |2 doi |
| 024 | 7 | _ | |a 0018-9413 |2 ISSN |
| 024 | 7 | _ | |a 0196-2892 |2 ISSN |
| 024 | 7 | _ | |a 1558-0644 |2 ISSN |
| 024 | 7 | _ | |a 10.34734/FZJ-2025-05777 |2 datacite_doi |
| 037 | _ | _ | |a FZJ-2025-05777 |
| 082 | _ | _ | |a 550 |
| 100 | 1 | _ | |a Szwarcman, Daniela |0 P:(DE-HGF)0 |b 0 |
| 245 | _ | _ | |a Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications |
| 260 | _ | _ | |a New York, NY |c 2025 |b IEEE |
| 336 | 7 | _ | |a article |2 DRIVER |
| 336 | 7 | _ | |a Output Types/Journal article |2 DataCite |
| 336 | 7 | _ | |a Journal Article |b journal |m journal |0 PUB:(DE-HGF)16 |s 1767971585_8926 |2 PUB:(DE-HGF) |
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| 336 | 7 | _ | |a Journal Article |0 0 |2 EndNote |
| 520 | _ | _ | |a This paper presents Prithvi-EO-2.0, a new geospatial foundation model that offers significant improvements over its predecessor, Prithvi-EO-1.0. Trained on 4.2 million global time series samples from NASA’s Harmonized Landsat and Sentinel-2 data archive at 30-m resolution, the new model incorporates temporal and location embeddings for enhanced performance across various geospatial tasks. Through extensive benchmarking with GEO-Bench, the model outperforms the previous Prithvi-EO model by 8% across a range of tasks. It also outperforms six other geospatial foundation models when benchmarked on remote sensing tasks from different domains and resolutions (i.e. from 0.1 m to 15 m). The results demonstrate the versatility of the model in both classical Earth observation and high-resolution applications. Early involvement of end-users and subject matter experts (SMEs) allowed constant feedback on model and dataset design, enabling customization across diverse SME-led applications in disaster response, land cover and crop mapping, and ecosystem dynamics monitoring. Prithvi-EO-2.0 is available as an open-source model on Hugging Face and IBM TerraTorch, with additional resources on GitHub. The project exemplifies the Trusted Open Science approach embraced by all involved organizations. |
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| 588 | _ | _ | |a Dataset connected to CrossRef, Journals: juser.fz-juelich.de |
| 700 | 1 | _ | |a Roy, Sujit |0 0000-0002-8186-6361 |b 1 |e Corresponding author |
| 700 | 1 | _ | |a Fraccaro, Paolo |0 P:(DE-HGF)0 |b 2 |e Corresponding author |
| 700 | 1 | _ | |a Gíslason, Orsteinn Elí |0 P:(DE-HGF)0 |b 3 |
| 700 | 1 | _ | |a Blumenstiel, Benedikt |0 P:(DE-HGF)0 |b 4 |
| 700 | 1 | _ | |a Ghosal, Rinki |0 P:(DE-HGF)0 |b 5 |
| 700 | 1 | _ | |a De Oliveira, Pedro Henrique |0 P:(DE-HGF)0 |b 6 |
| 700 | 1 | _ | |a Almeida, Joao Lucas de Sousa |0 P:(DE-HGF)0 |b 7 |
| 700 | 1 | _ | |a Sedona, Rocco |0 P:(DE-Juel1)178695 |b 8 |
| 700 | 1 | _ | |a Kang, Yanghui |0 0000-0001-8563-1503 |b 9 |
| 700 | 1 | _ | |a Chakraborty, Srija |0 0000-0002-5701-760X |b 10 |
| 700 | 1 | _ | |a Wang, Sizhe |0 P:(DE-HGF)0 |b 11 |
| 700 | 1 | _ | |a Gomes, Carlos |0 P:(DE-HGF)0 |b 12 |
| 700 | 1 | _ | |a Kumar, Ankur |0 P:(DE-HGF)0 |b 13 |
| 700 | 1 | _ | |a Gaur, Vishal |0 P:(DE-HGF)0 |b 14 |
| 700 | 1 | _ | |a Truong, Myscon |0 P:(DE-HGF)0 |b 15 |
| 700 | 1 | _ | |a Godwin, Denys |0 P:(DE-HGF)0 |b 16 |
| 700 | 1 | _ | |a Khallaghi, Sam |0 P:(DE-HGF)0 |b 17 |
| 700 | 1 | _ | |a Lee, Hyunho |0 0009-0000-3172-996X |b 18 |
| 700 | 1 | _ | |a Hsu, Chia-Yu |0 0000-0002-8923-1213 |b 19 |
| 700 | 1 | _ | |a Asanjan, Ata Akbari |0 P:(DE-HGF)0 |b 20 |
| 700 | 1 | _ | |a Mujeci, Besart |0 P:(DE-HGF)0 |b 21 |
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| 700 | 1 | _ | |a Arevalo, Paulo |0 0000-0001-7566-7561 |b 26 |
| 700 | 1 | _ | |a Li, Wenwen |0 0000-0003-2237-9499 |b 27 |
| 700 | 1 | _ | |a Alemohammad, Hamed |0 0000-0001-5662-3643 |b 28 |
| 700 | 1 | _ | |a Olofsson, Pontus |0 P:(DE-HGF)0 |b 29 |
| 700 | 1 | _ | |a Mayer, Timothy |0 0000-0001-9489-9392 |b 30 |
| 700 | 1 | _ | |a Hain, Christopher |0 P:(DE-HGF)0 |b 31 |
| 700 | 1 | _ | |a Kennedy, Robert |0 P:(DE-HGF)0 |b 32 |
| 700 | 1 | _ | |a Zadrozny, Bianca |0 P:(DE-HGF)0 |b 33 |
| 700 | 1 | _ | |a Bell, David |0 P:(DE-HGF)0 |b 34 |
| 700 | 1 | _ | |a Cavallaro, Gabriele |0 P:(DE-Juel1)171343 |b 35 |
| 700 | 1 | _ | |a Watson, Campbell |0 P:(DE-HGF)0 |b 36 |
| 700 | 1 | _ | |a Maskey, Manil |0 0000-0002-5087-6903 |b 37 |
| 700 | 1 | _ | |a Ramachandran, Rahul |0 0000-0002-0647-1941 |b 38 |
| 700 | 1 | _ | |a Moreno, Juan Bernabe |0 P:(DE-HGF)0 |b 39 |
| 773 | _ | _ | |a 10.1109/TGRS.2025.3642610 |g p. 1 - 1 |0 PERI:(DE-600)241439-9 |p 4400120 |t IEEE transactions on geoscience and remote sensing |v 64 |y 2025 |x 0018-9413 |
| 856 | 4 | _ | |u https://juser.fz-juelich.de/record/1050065/files/Prithvi-EO-2.0_A_Versatile_Multitemporal_Foundation_Model_for_Earth_Observation_Applications.pdf |y OpenAccess |
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