Programme

MLSpAnFOSS 2026 programme

February 18, 2026

8:00 - 9:00 - Registration

9:00 - 10:30 - Opening and plenary session

Lecture: An introduction to federated learning

10:30 - 11:00 - Coffee break

11:00 - 13:00 - Session I

Andrés Castillo Leitón - Transforming Territorial Management in San Carlos: The Impact of GeoAI and LiDAR
Paweł Netzel - CoCNN as a tool to analyze landscape
Maciej Lipski - Zero-Inflated Spatial Regression for Urban Alcohol-Related Incidents: Evidence from Kraków
Jacek Ślopek - Multiscale segmentation of geospatial categorized data with GeoJSEG algorithm

13:00 - 14:00 - Lunch

14:00 - 15:00 - Workshop I - An introduction to Jupyter and scientific Python scripting

15:00 - 15:30 - Coffee break

15:30 - 18:00 - Workshop II - From single DL model to federation of models - an introduction to Federated Learning

February 19, 2026

9:00 - 10:30 - Pleanry session

Lecture: What is the quantum computation - an introduction

10:30 - 11:00 - Coffee break
11:00 - 12:00 - Poster session

Adam Ziółkowski, Jakub Miszczyszyn - Identification of candidate areas for nature conservation based on digital elevation model analysis and spatial patterns
Dariusz Tanajewski, Katarzyna Jabłońska, Marcin Jakubowicz - Uncertainty-Weighted Spectral Similarity
Filip Iwaniec, Paweł Hawryło - Classification of tree species in the Giżycko Forest District based on aerial orthophotomaps and a tree crown elevation model
Franciszek Błaś, Jakub Miszczyszyn - Remote sensing–based monitoring of Sosnowsky’s hogweed (Heracleum sosnowskyi) in the Beskid Niski using PlanetScope and Sentinel-2 imagery
Daniel Borkowski, Julia Farganus, Rafał Mielniczuk, Katarzyna Wochal, Marek Krótkiewicz - URB3D Three-Dimensional Urban Area Modeling via Photogrammetric Techniques
Natalia Rębisz, Igor Pawelec, Paweł Hawryło - Detection of standing dead trees on CIR orthophotomaps using deep learning methods

12:00 - 13:00 - Lunch

13:00 - 16:00 - Workshop III - Quantum Computing in Remote Sensing

18:00 - Dinner

February 20, 2026
9:00 - 11:00 - Session II

Wojciech Krawczyk, Piotr Wężyk - Towards a countrywide Canopy Height Model based on spaceborne data fusion - results from southern Poland
Feleha Debebe Dana - Scale-dependend approach to forest fragmentation
Ch Muhammad Awais - Deep learning methods for SAR ship classification under data scarsity, class imbalance, and limited resolution
Ilona Urbaniak, Dominika Cywicka - From tabular data to image representation in biometry

11:00 - 11:15 - Coffee break
11:15 - 12:45 - Workshop IV - Raster calculator - one tool with many uses

12:45 - 13:00 - Coffee break
13:00 - 14:30 - Workshop V - Introduction to GDAL - a multifunctional library of tools for spatial analysis
14:30 - 14:45 - Closing
15:00 - 16:00 - Lunch