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Article
P. Jain ; D. Marcos ; D. Ienco ; R. Interdonato ; T. Berchoux |Vision–language models (VLMs) have shown significant promise in remote sensing applications, particularly for land-use and land-cover (LULC) mapping via zero-shot classification and retrieval. However, current approaches face several key challen[...]
Rapport, Expertise, Working Paper
A. Kirsch ; A. Dupont ; T. Berchoux ; P. Jain ; Y. Damari ; N. Chahid ; R. Ysebaert ; A. Sorichetta ; J. Steele ; H. Voepel ; I. McCallum ; C. Tapia ; E. Slätmo ; M. Stjernberg ; D. Miller ; J. Hopkins ; C. Wang ; F. Stortini ; M. Ntabuhashe ; L. Chasset ; M. Bahta ; M. Doval Ruiz ; B. Martins ; M. Ricci ; A. Kurdys-Kujawska | 2025This Data Management Plan (DMP) covers the activities and production of datasets, indicators and deliverables required to achieve the aims and objectives of the GRANULAR project. Detailed strategies, recommendations and good practices for data m[...]
Actes de Congrès ou Communication isolée
P. Jain ; D. Marcos ; D. Ienco ; R. Interdonato ; A. Dhakal ; N. Jacobs ; T. Berchoux | 2024A major difference between ground-level and satellite imagery of landscapes lies in their semantic granularity: ground-level images tend to offer details on objects and human activities, while satellite images provide broader geographic context [...]
Rapport, Expertise, Working Paper
M. Kull ; M. Weckroth ; H. Vihinen ; A. Hiltunen ; L. Niskanen ; R. Ysebaert ; M. Guérois ; J. Balagué ; J. Hopkins ; D. Miller ; M. Stjernberg ; C. Tapia ; I. Georgieva ; I. McCallum ; M. Hofer ; A. Kurdys-Kujawska ; L. Chasset ; L. Depontailler ; H. Voepel ; B. Martins ; M. Doval Ruiz ; P. Jain ; T. Berchoux | 2023Through collaboration with and input from regional, national, and international data providers, Living Labs, and statistical offices, we evaluated the performance and costs associated with acquiring data relevant for rural territories at various[...]
