MMEarth: Exploring multi-modal pretext tasks for geospatial representation learning

V Nedungadi, A Kariryaa, S Oehmcke… - … on Computer Vision, 2024 - Springer
The volume of unlabelled Earth observation (EO) data is huge, but many important
applications lack labelled training data. However, EO data offers the unique opportunity to …

Where is tea grown in the world: A robust map** framework for agroforestry crop with knowledge graph and sentinels images

Y Peng, B Qiu, Z Tang, W Xu, P Yang, W Wu… - Remote Sensing of …, 2024 - Elsevier
Tea trees (Camellia sinensis), a quintessential homestead agroforestry crop cultivated in
over 60 countries, hold significant economic and social importance as a vital specialty cash …

Sub-national scale map** of individual olive trees integrating Earth observation and deep learning

C Lin, J Zhou, L Yin, R Bouabid, D Mulla… - ISPRS Journal of …, 2024 - Elsevier
The olive tree holds great cultural, environmental, and economic significance in the
Mediterranean region. In particular, Morocco has been making dedicated investments over …

[HTML][HTML] Taking it further: Leveraging pseudo-labels for field delineation across label-scarce smallholder regions

P Rufin, S Wang, SN Lisboa, J Hemmerling… - International Journal of …, 2024 - Elsevier
Satellite-based field delineation has entered a quasi-operational stage due to recent
advances in machine learning for computer vision. Transfer learning allows for the resource …

Insights into the cashew production system in Guinea-Bissau: implications for agroecosystem sustainability

P Sierra-Baquero, S Catarino, GJ Costa… - … in Sustainable Food …, 2024 - frontiersin.org
Introduction West Africa, particularly Guinea-Bissau, heavily relies on cashew nut
(Anacardium occidentale L.) production, which significantly impacts the countries' …

[HTML][HTML] The illusion of success: Test set disproportion causes inflated accuracy in remote sensing map** research

Y ** studies, selecting an appropriate test set to accurately evaluate
the results is critical. An imprecise accuracy assessment can be misleading and fail to …

At the tip** point: Can biodiversity and rural livelihoods endure uncontrolled cashew expansion in West Africa?

P Guedes, AF Palmeirim, F Monteiro, L Catarino… - Biotropica, 2024 - Wiley Online Library
Our commentary explores the increase in cashew cultivation across West Africa, drawing
attention to its impacts on biodiversity and livelihoods. We summarize the issue regionally …

[HTML][HTML] Integrating GEDI, Sentinel-2, and Sentinel-1 imagery for tree crops map**

E Adrah, JP Wong, H Yin - Remote Sensing of Environment, 2025 - Elsevier
Map** tree crops is essential for resource management and supporting local livelihoods
and ecosystem services. However, tree crops are often overlooked or misclassified in …

Fine-scale (10 m) dynamics of smallholder farming through COVID-19 in Eastern Thailand

G Chen, C Hammelman, S Anantsuksomsri… - Remote Sensing, 2024 - mdpi.com
This study aims to understand the spatiotemporal changes in patterns of tropical crop
cultivation in Eastern Thailand, encompassing the periods before, during, and after the …

A Review: Potential of Earth Observation (EO) for Map** Small-Scale Agriculture and Crop** Systems in West Africa

N Heiss, J Meier, U Gessner, C Kuenzer - Land, 2025 - elib.dlr.de
West Africa faces a complex range of challenges arising from climatic, social, economic, and
ecological factors, which pose significant risks. The rapidly growing population, coupled with …