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Biography

I am a Ph.D. student at the University of Trento, Italy. Currently, I am doing research on the fusion of open source and remote sensing data using a machine learning approach and was previously a research associate in Urban Unit Lahore, Pakistan. I was engaged in projects of Punjab Spatial Strategy( a World Bank Funded Project), Pakistan Road Digitization in NTRC, and Land Record System using software skills of ArcGIS, ENVI, ERDAS IMAGINE, Global Mapper, MATLAB, and Adobe Photoshop. I have used GIS and Remote Sensing Techniques in research of Neo tectonics analysis, Land Suitability Analysis, and groundwater potential zones analysis.

Activities

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Employment (1)

University of Trento: Trento, Italy, IT

2019-11-01 to present | PhD Student (Department of Information Engineering and Computer Science)
Employment
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Munazza USMANI

Education and qualifications (1)

University of the Punjab: Lahore, Pak, PK

2015-09-01 to 2017-09-17 | MS Geomatics ( College of Earth & Environmental Sciences)
Education
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Munazza USMANI

Works (6)

Investigating Social Vulnerability to Extreme Heat: Heat Islands and Climate Shelters in Urban Contexts: The Case of Bologna

ISPRS International Journal of Geo-Information
2025-01-03 | Journal article
DOI: 10.3390/ijgi14010017
Contributors: Elisa Maccabiani; Munazza Usmani; Riccardo Nanni; Maurizio Napolitano
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Remote Sensing and Deep Learning to Understand Noisy OpenStreetMap

Remote Sensing
2023-09-21 | Journal article
DOI: 10.3390/rs15184639
Contributors: Munazza Usmani; Francesca Bovolo; Maurizio Napolitano
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Preferred source (of 2)‎

Towards global scale segmentation with OpenStreetMap and remote sensing

ISPRS Open Journal of Photogrammetry and Remote Sensing
2023-04 | Journal article
DOI: 10.1016/j.ophoto.2023.100031
Contributors: Munazza Usmani; Maurizio Napolitano; Francesca Bovolo
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Change Detection Analysis using Remote Sensing and OSM: A Case Study of Beirut

SOTM 2022
2022-08-18 | Conference poster | Conceptualization, Methodology, Writing - original draft
Contributors: Munazza USMANI; Francesca Bovolo; Maurizio Napolitano
Source: Self-asserted source
Munazza USMANI

Remote sensing and deep learning approach to understand noisy OSM

ECRS 2022
2022-01-25 | Conference paper | Methodology, Conceptualization, Writing - original draft
Contributors: Munazza USMANI; Francesca Bovolo; Maurizio Napolitano
Source: Self-asserted source
Munazza USMANI

MAPPING OF GROUNDWATER POTENTIAL ZONES USING REMOTE SENSING AND GIS TECHNIQUES

IGC 2021
2021-03-16 | Conference paper | Methodology, Software, Validation, Visualization, Writing - review & editing
Contributors: Munazza USMANI; Sheraz Ahsan; Sajid Rashid Ahmad
Source: Self-asserted source
Munazza USMANI
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