CV

A summary of my academic and professional background. Use the icon in the top-right to download the full PDF.

Contact Information

Name Francesco Ioli
Professional Title Post-doctoral Researcher in Geomatics
Email francesco.ioli@polimi.it

Professional Summary

Post-doctoral researcher in Geomatics at Politecnico di Milano (Italy), specializing in photogrammetry and geoinformatics for environmental monitoring. My research bridges the gap between traditional photogrammetry and modern computer vision, focusing on deep learning image matching and automated 3D reconstruction pipelines, with primary applications in territorial monitoring. I have experience in multi-scale 4D monitoring, ranging from low-cost terrestrial sensors for high-frequency glacier dynamics (developed at Polimi and CNR IRPI) to satellite multi-view stereo for regional mass balance studies (University of Zurich). I have strong coding skills and experience with HPC for processing large-scale geospatial data. As a strong advocate for open science, I actively develop open-source tools. My background includes field expertise as a certified UAV pilot and topographer.

Experience

  • 2026 - Present

    Milan, Italy

    Post-doctoral Researcher
    Politecnico di Milano, Dept. of Civil and Environmental Engineering
    Responsible for WP4 (Integrated real-time monitoring system) of the MOHYCAM project (Fondazione Cariplo, Territori Sicuri), addressing hydrogeological hazards at the Belvedere Glacier (Monte Rosa) and the Anza River.
    • Design and installation of a multi-camera system covering the Belvedere Glacier northern lobe, plus real-time webcams along the River Anza for flood and solid-transport detection.
    • Automated daily 3D reconstruction of the glacier lobe from time-lapse imagery to derive DEMs, orthophotos and daily ablation rates.
    • Debris-deposit volume estimation, with GNSS stations and autonomous drone surveys integrated into a unified monitoring framework.
  • 2025 - 2026

    Turin, Italy

    Post-doctoral Researcher
    CNR IRPI (Research Institute for Geo-Hydrological Protection)
    Automated low-cost image-analysis workflows for glacier-instability risk management at the Planpincieux Glacier (Mont Blanc), using terrestrial stereoscopic time-lapse cameras for kinematics detection, ice-avalanche monitoring and velocity computation.
  • 2024 - 2025

    Zurich, Switzerland

    Post-doctoral Researcher
    University of Zurich, Dept. of Geography
    Automated pipelines for regional-to-global scale Digital Elevation Model reconstruction from satellite multi-view stereo for glacier mass-balance assessment.
    • Contributed to the Glambie-2 Glacier Mass Balance Intercomparison Exercise.
    • Large-scale geospatial processing on Slurm-based HPC clusters.
  • 2020 - 2024

    Milan, Italy

    Teaching Assistant
    Politecnico di Milano
    Teaching support and independent lecturing for BSc and MSc courses.
    • Photogrammetry and UAV Surveying (MSc), Statistics (BSc), 3D Modelling for Architecture (BSc/MSc), GIS (BSc).
    • Tutor in the Belvedere Glacier summer schools on topographic surveying in mountain environments (2021-2025).
  • 2022 - 2022

    Enschede, Netherlands

    Visiting PhD Student
    University of Twente, ITC
    Developed a deep-learning wide-baseline stereo matching workflow for 4D alpine glacier monitoring with low-cost time-lapse cameras.
  • 2019 - 2020

    Zurich, Switzerland

    Visiting Student (MSc Thesis)
    VAW, ETH Zürich
    River Engineering group — Particle Image Velocimetry and UAV-based estimation of river-flow discharge from image analysis.
  • 2025 - Present

    Italy

    Scientific Volunteer
    Servizio Glaciologico Lombardo (SGL)
    Field data collection for glacier mass balance and retreat monitoring in Lombardy.
  • 2025 - Present

    Volunteer (climate advocacy)
    Protect Our Winters (POW)
    Initiatives promoting climate awareness and responsible engagement on climate impacts.

Education

  • 2021 - 2024

    Milan, Italy

    PhD
    Politecnico di Milano, Dept. of Civil and Environmental Engineering
    Environmental and Infrastructure Engineering (Geomatics)
    • Thesis: Multi-scale and Multi-temporal Photogrammetry for Alpine Glacier Monitoring. Supervisor: prof. L. Pinto; co-supervisor: prof. F. Nex.
    • Developed an image-based system with low-cost stereo cameras for short-term 4D glacier monitoring, including a daily 3D reconstruction pipeline with extreme-wide baselines using deep-learning feature matching.
    • Applied UAV photogrammetry to structural health assessment (automated crack detection on concrete bridges) and cultural heritage documentation.
  • 2017 - 2020

    Milan, Italy

    MSc
    Politecnico di Milano
    Environmental and Land Planning Engineering
    • Major in Land Monitoring and Diagnostics.
    • Thesis: Evaluation of Airborne Image Velocimetry approaches with low-cost UAVs in riverine environments (in collaboration with VAW, ETH Zürich).
  • 2014 - 2017

    Milan, Italy

    BSc
    Politecnico di Milano
    Environmental and Land Planning Engineering

Projects

  • Deep-Image-Matching

    Core contributor. Toolbox for multi-view image matching combining traditional and deep-learning algorithms for Structure-from-Motion in complex scenarios.

    • https://github.com/3DOM-FBK/deep-image-matching
  • Belvedere Glacier Open Data & Web-GIS

    Curated long-term open dataset and interactive web platform for glacier documentation and storytelling.

    • https://doi.org/10.5281/zenodo.7842347
  • COLMAP-SLAM

    Core contributor. Visual-odometry framework for real-time photogrammetric positioning.

    • https://github.com/3DOM-FBK/COLMAP_SLAM
  • ICEpy4D

    Lead developer. Open-source Python toolkit for 4D glacier monitoring using deep-learning photogrammetry.

    • https://github.com/franioli/icepy4d

Awards

  • 2025
    MSCA Postdoctoral Fellowship — Seal of Excellence
    European Commission

    Awarded for the CryoLens proposal in both the 2024 and 2025 calls (evaluation scores 92.8% and 95.4%).

  • 2023
    Premio Giovani 2023 — Sezione Ricerca
    SIFET (Italian Society of Photogrammetry and Topography)

    Young-researcher prize for high-frequency 4D monitoring of alpine glaciers with low-cost time-lapse cameras and deep-learning Structure-from-Motion.

  • 2023
    EGU Higher Education Teaching Grant
    European Geosciences Union

    Awarded for open teaching material for the summer school on topographic surveys for territorial monitoring in mountain environments.

  • 2024
    Open Data Day Mini-Grant
    Open Knowledge Foundation

    For the webinar “Mapping Climate Change in 4D: Belvedere Glacier’s Open Geo Data for Education and Research”.

Skills

Programming: Python, MATLAB, C++ (basic), Bash/Shell
Photogrammetry & 3D: Agisoft Metashape, COLMAP, MicMac, OpenMVG, OpenDroneMap, CloudCompare, Photomodeler
Machine Learning & Vision: PyTorch, OpenCV, deep feature matching, Structure-from-Motion, Digital Image Correlation
Geospatial & Infrastructure: QGIS, ESRI ArcGIS, PostgreSQL/PostGIS, Docker, Git, Slurm (HPC), Raspberry Pi, Arduino

Languages

Italian : Native speaker
English : Proficient (IELTS C1)

Certificates

  • UAS License — EASA A2 Open Category with Critical Scenario authorisation - ENAC
  • Professional qualification — Esame di Stato for civil and environmental engineers - Republic of Italy