Publications

High-resolution population maps derived from Sentinel-1 and Sentinel-2

N. Metzger; R. Caye Daudt; D. Tuia; K. Schindler 

Remote Sensing of Environment. 2024. Vol. 314. DOI : https://doi.org/10.1016/j.rse.2024.114383.

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Artificial Intelligence to Advance Earth Observation: A review of models, recent trends, and pathways forward

D. Tuia; K. Schindler; B. Demir; X. X. Zhu; M. Kochupillai et al. 

IEEE Geoscience and Remote Sensing Magazine. 2024.  p. 2 – 25. DOI : 10.1109/MGRS.2024.3425961.

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From classification to segmentation with explainable AI: A study on crack detection and growth monitoring

F. Forest; H. Porta; D. Tuia; O. Fink 

Automation in Construction. 2024. Vol. 165, p. 105497. DOI : 10.1016/j.autcon.2024.105497.

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Performance modeling and cost optimization of a solar desalination system using forward osmosis with energy storage

C. Collado-Capell; A. Menon 

RENEWABLE ENERGY. 2024. Vol. 230. DOI : 10.1016/j.renene.2024.120866.

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Measuring and shaping the nutritional environment via food sales logs: case studies of campus-wide food choice and a call to action

K. Gligoric; R. Zbinden; A. Chiolero; E. Kiciman; R. W. White et al. 

Frontiers In Nutrition. 2024. Vol. 11, p. 1231070. DOI : 10.3389/fnut.2024.1231070.

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Mapping drivers of tropical forest loss with satellite image time series and machine learning

J. Pisl; M. Russwurm; L. H. Hughes; G. Lenczner; L. See et al. 

Environmental Research Letters. 2024. Vol. 19, num. 6, p. 064053. DOI : 10.1088/1748-9326/ad44b2.

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Regional uniqueness of tree species composition and response to forest loss and climate change

N. M. A. Van Tiel; F. Fopp; P. Brun; J. van den Hoogen; D. N. Karger et al. 

Nature Communications. 2024. Vol. 15, num. 1, p. 4375. DOI : 10.1038/s41467-024-48276-3.

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WildCLIP: Scene and Animal Attribute Retrieval from Camera Trap Data with Domain-Adapted Vision-Language Models

V. A. G. Gabeff; M. Russwurm; D. Tuia; A. Mathis 

International Journal Of Computer Vision. 2024. DOI : 10.1007/s11263-024-02026-6.

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Fungal community composition predicts forest carbon storage at a continental scale

M. A. Anthony; L. Tedersoo; B. De Vos; L. Croise; H. Meesenburg et al. 

Nature Communications. 2024. Vol. 15, num. 1, p. 2385. DOI : 10.1038/s41467-024-46792-w.

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Scalable semantic 3D mapping of coral reefs with deep learning

J. Sauder; G. Banc-Prandi; A. Meibom; D. Tuia 

Methods In Ecology And Evolution. 2024. DOI : 10.1111/2041-210X.14307.

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Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning

T-A. Nguyen; M. Russwurm; G. Lenczner; D. Tuia 

Remote Sensing Of Environment. 2024. Vol. 305, p. 114109. DOI : 10.1016/j.rse.2024.114109.

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Where the White Continent Is Blue: Deep Learning Locates Bare Ice in Antarctica

V. Tollenaar; H. Zekollari; F. Pattyn; M. Russwurm; B. Kellenberger et al. 

Geophysical Research Letters. 2024. Vol. 51, num. 3, p. e2023GL106285. DOI : 10.1029/2023GL106285.

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Meta-learning to address diverse Earth observation problems across resolutions

M. Russwurm; S. Wang; B. A. Kellenberger; R. Roscher; D. Tuia 

Communications Earth & Environment. 2024. Vol. 5, num. 1, p. 37. DOI : 10.1038/s43247-023-01146-0.

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Understanding the sentiment associated with cultural ecosystem services using images and text from social media

I. Havinga; D. Marcos; P. Bogaart; D. Tuia; L. Hein 

Ecosystem Services. 2024. Vol. 65, p. 101581. DOI : 10.1016/j.ecoser.2023.101581.

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On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning

R. Zbinden; N. van Tiel; B. Kellenberger; L. Hughes; D. Tuia 

Ecological Informatics. 2024.  p. 102623. DOI : 10.1016/j.ecoinf.2024.102623.

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Knowledge-Aware Text–Image Retrieval for Remote Sensing Images

L. Mi; X. Dai; J. Castillo Navarro; D. Tuia 

IEEE Transactions on Geoscience and Remote Sensing. 2024. Vol. 62, p. 1 – 13. DOI : 10.1109/TGRS.2024.3486977.

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Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing

J. Hackstein; G. Sumbul; K. N. Clasen; B. Demir 

IEEE Transactions on Geoscience and Remote Sensing. 2024. DOI : 10.1109/TGRS.2024.3517150.

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Land Cover Mapping From Multiple Complementary Experts Under Heavy Class Imbalance

V. Zermatten; X. Lu; J. Castillo-Navarro; T. Kellenberger; D. Tuia 

Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing. 2024. Vol. 17, p. 6468 – 6477. DOI : 10.1109/JSTARS.2024.3369876.

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Deep dive into KABR: a dataset for understanding ungulate behavior from in-situ drone video

M. Kholiavchenko; J. Kline; M. Kukushkin; O. Brookes; S. Stevens et al. 

Multimedia Tools and Applications. 2024. DOI : 10.1007/s11042-024-20512-4.

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Better, Not Just More: Data-centric machine learning for Earth observation

R. Roscher; M. Russwurm; C. Gevaert; M. Kampffmeyer; J. A. Dos Santos et al. 

IEEE Geoscience and Remote Sensing Magazine. 2024. Vol. 12, num. 4, p. 335 – 355. DOI : 10.1109/MGRS.2024.3470986.

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