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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
I. McCallum ; M. Hofer ; M. Kull ; H. Vihinen ; R. Ysebaert ; T. Giraud ; M. Viry ; N. Lambert ; L. Laurian ; L. Shengjie ; H. Voepel ; J. Steele ; A. Sorichetta ; C. Tapia ; K. Berbert ; K. Dzhavatova ; V. Yantseva ; D. Miller ; J. Hopkins ; V. Farinelli ; M. Ulman ; P. Simek ; V. Motyckova ; H. Panoutsopoulos ; A. Chitos ; A. Fournarakos ; P. Zafiraki ; T. Berchoux ; P. Jain | 2026The GRANULAR project has developed, tested, validated, and scaled a suite of novel datasets, indicators, and analytical methods designed to improve understanding of the diversity and dynamics of rural areas across Europe. Recognising that existi[...]
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
P. Jain ; D. Ienco ; R. Interdonato ; T. Berchoux ; D. Marcos | 2024This repository contains a curated dataset of Sentinel-2 satellite imagery aligned with the Land Use/Cover Area frame Survey (LUCAS) 2018 dataset. LUCAS, an initiative by the European Union, systematically monitors land use and land cover across[...]
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[...]
