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MMEarth: Exploring multi-modal pretext tasks for geospatial representation learning
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 …
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
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 …
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
The olive tree holds great cultural, environmental, and economic significance in the
Mediterranean region. In particular, Morocco has been making dedicated investments over …
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
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 …
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
Introduction West Africa, particularly Guinea-Bissau, heavily relies on cashew nut
(Anacardium occidentale L.) production, which significantly impacts the countries' …
(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 …
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?
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 …
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**
Map** tree crops is essential for resource management and supporting local livelihoods
and ecosystem services. However, tree crops are often overlooked or misclassified in …
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
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 …
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
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 …
ecological factors, which pose significant risks. The rapidly growing population, coupled with …