Expertises
Earth and Planetary Sciences
- Sentinel-2
- Time Series
- Machine Learning
- Synthetic Aperture Radar
- Remote Sensing
- Remote Sensing Data
- Regional Geography
Computer Science
- Satellite Image
Organisaties
Publicaties
2026
Multi-modality transfer learning for cloudy remote sensing images: Addressing modality imbalance with knowledge distillation (2026)Pattern recognition, 177. Article 113361. Wang, Y., Xiao, R., Li, H., Belgiu, M. & Tao, C.https://doi.org/10.1016/j.patcog.2026.113361Diagnostic of urban flooding in Kisumu: Report 2026 (2026)[Book/Report › Report]. University of Twente. Trento Oliveira, L., Kuffer, M., Dijkstra, A. M. & Belgiu, M.https://doi.org/10.5281/zenodo.20814676Exposed yet unmapped: Evidence of differential flood exposure in deprived urban areas using citizen science (2026)npj Urban Sustainability. Trento Oliveira, L., Campomanes V, F., Dijkstra, A. M., Belgiu, M., Adiku, P., Wanjiru, N., Onyango, L., Flor, R., Ibraimo, D., van den Bout, B., Zevenbergen, J. A. & Kuffer, M.https://doi.org/10.1038/s42949-026-00428-8Chat with point: LLM-driven visual question answering for InSAR-based disaster management (2026)[Contribution to conference › Abstract] 13th International workshop on “Advances in the Science and Applications of SAR Interferometry”, Fringe 2026. Li, S., Aghababaei, H. & Belgiu, M.A spatial data-centric quality assessment framework for machine learning based deprived urban area mapping (2026)[Working paper › Preprint]. Social Science Research Network (SSRN). Campomanes, F., Kuffer, M., Stein, A., Trento Oliveira, L., Dijkstra, A. M., van Vliet, J., Taubenböck, H., Abascal, A., Georganos, S. & Belgiu, M.https://doi.org/10.2139/ssrn.6876992A spatial data-centric quality assessment framework for machine learning based deprived urban area mapping (2026)[Working paper › Preprint]. Social Science Research Network (SSRN). Campomanes., F., Kuffer, M., Stein, A., Trento Oliveira, L., Dijkstra, A. M., van Vliet, J., Taubenböck, H., Abascal, A., Georganos, S. & Belgiu, M.https://doi.org/10.2139/ssrn.6836279Land cover classification of Sentinel-1 images at subpixel level using deep learning (2026)Remote sensing letters, 17(5), 607-620 (E-pub ahead of print/First online). Habiba, U., Aghababaei, H. & Belgiu, M.https://doi.org/10.1080/2150704X.2026.2661869High-quality cloud-free optical image generation using multi-temporal SAR and contaminated optical data (2026)ISPRS journal of photogrammetry and remote sensing, 236, 255-272 (E-pub ahead of print/First online). Duan, C., Belgiu, M. & Stein, A.https://doi.org/10.1016/j.isprsjprs.2026.03.042Addressing sample imbalance in deep learning based multi-temporal crop classification: a study in Jhansi, India (2026)International journal of remote sensing, 47(10), 4439-4469 (E-pub ahead of print/First online). Antony Ravi, M. A., Alok Verma, P., Belgiu, M. & Danodia, A.https://doi.org/10.1080/01431161.2026.2654095Flood vulnerability framework for deprived urban areas in Africa (Data and Code repository) (2026)[Dataset Types › Dataset]. Zenodo. Trento Oliveira, L., Kuffer, M., Belgiu, M. & Dijkstra, A. M.https://doi.org/10.5281/zenodo.19372382Whose city is it?: Mapping perceived urban livability with citizen-guided AI (2026)npj Urban Sustainability, 6(1). Article 16 (E-pub ahead of print/First online). Campomanes V, F., Abascal, A., Trento Oliveira, L., Kuffer, M., Dijkstra, A. M., Stein, A. & Belgiu, M.https://doi.org/10.1038/s42949-025-00320-xFusion of EnMAP/PRISMA hyperspectral and Sentinel-2 multispectral imagery for estimating crop traits (2026)International journal of remote sensing, 47(4), 1699-1726. Yilmaz, V., Yilmaz, C. S., Belgiu, M., Candiani, G., Pepe, M., Boschetti, M., Nutini, F. & Marshall, M.https://doi.org/10.1080/01431161.2026.2612849
2025
Improved mapping of perennial crop types based on intra-annual biophysical changing patterns of spectral endmembers (2025)Remote sensing of environment, 331. Article 115059. Gao, X., Hu, Q., Sun, D., Belgiu, M., Lun, F., Sun, Q., Ji, Z. & Jiao, X.https://doi.org/10.1016/j.rse.2025.115059Satellite SAR-optical image fusion for cloud-free image generation (2025)[Thesis › PhD Thesis - Research UT, graduation UT]. University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC). Duan, C.https://doi.org/10.3990/1.9789036569408Diagnostic of urban flooding and livability in Ghana (2025)[Book/Report › Report]. Zenodo. Trento Oliveira, L., Campomanes V, F., Kuffer, M., Belgiu, M. & Dijkstra, A. M.https://doi.org/10.5281/zenodo.17403979
Onderzoeksprofielen
Vakken collegejaar 2026/2027
Vakken in het huidig collegejaar worden toegevoegd op het moment dat zij definitief zijn in het Osiris systeem. Daarom kan het zijn dat de lijst nog niet compleet is voor het gehele collegejaar.
Vakken collegejaar 2025/2026
Adres
Universiteit Twente
Langezijds (gebouwnr. 19), kamer 1326
Hallenweg 8
7522 NH Enschede
Universiteit Twente
Langezijds 1326
Postbus 217
7500 AE Enschede
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