Power of GIS Mapping: ATLAS Flood Maps 2022 (Short Paper). - Munazza Usmani; Hafiz Muhammad Tayyab Bhatti; Francesca Bovolo; Maurizio Napolitano (GIScience, 2023)

Joint Learning Framework for Roads Semantic Segmentation from VHR and VGI Data. - Munazza Usmani; Francesca Bovolo; Maurizio Napolitano (IGARSS, 2023)

Remote Sensing and Deep Learning to Understand Noisy OpenStreetMap. - Munazza Usmani; Francesca Bovolo; Maurizio Napolitano (Remote. Sens., 2023)

Investigating Social Vulnerability to Extreme Heat: Heat Islands and Climate Shelters in Urban Contexts: The Case of Bologna. - Elisa Maccabiani; Munazza Usmani; Riccardo Nanni; Maurizio Napolitano (ISPRS Int. J. Geo Inf., 2025)