Publications

Work published by Kraina research lab members

This page provides a list of research papers authored or co-authored by the members of the Kraina research lab. The list is updated regularly as new research is published.
Date Title Authors Categories

Mar 11, 2024 Towards geospatial foundation model using OpenStreetMap data Piotr Gramacki, Piotr Szymański OpenStreetMap, geospatial, representation learning, foundation model

Nov 13, 2023 Map Diffusion - Text Promptable Map Generation Diffusion Model Marcin Przymus, Piotr Szymański OpenStreetMap, geospatial, diffusion, AI, map generation

Nov 13, 2023 SRAI: Towards Standardization of Geospatial AI Piotr Gramacki, Kacper Leśniara, Kamil Raczycki, Szymon Woźniak, Marcin Przymus, Piotr Szymański representation learning, OpenStreetMap, data processing, geospatial, urban data, library, standardization, pipeline, way of work

Nov 12, 2023 Utilising OSM data in geospatial representation learning Piotr Gramacki, Kacper Leśniara, Kamil Raczycki, Szymon Woźniak, Piotr Szymański representation learning, OpenStreetMap, data processing, geospatial, urban data, library, bike station system

Aug 14, 2023 Streamlining Geospatial Machine Learning with SRAI (+ tutorial video & code) Szymon Woźniak, Kamil Raczycki, Kacper Leśniara, Piotr Gramacki, Piotr Szymański representation learning, software, library, recording

May 4, 2023 Mapping the Future: Generating Vector Map Layers using ChatGPT and Stable Diffusion for Map Imagery Piotr Szymański diffusion models, AI, map generation

Nov 14, 2022 highway2vec - representing OpenStreetMap microregions with respect to their road network characteristics Kacper Leśniara, Piotr Szymański representation learning, OpenStreetMap, road network, clustering

Nov 18, 2021 Transfer Learning Approach to Bicycle-sharing Systems’ Station Location Planning using OpenStreetMap Data Kamil Raczycki, Piotr Szymański representation learning, OpenStreetMap, Bicycle-sharing system, Bicycle station

Nov 8, 2021 gtfs2vec - Learning GTFS Embeddings for comparing Public Transport Offer in Microregions Piotr Gramacki, Szymon Woźniak, Piotr Szymański representation learning, public transport, timetables

Nov 8, 2021 hex2vec - Context-Aware Embedding H3 Hexagons with OpenStreetMap Tags Szymon Woźniak, Piotr Szymański representation learning, OpenStreetMap, urban function, land use, clustering

Jun 20, 2020 Assessing the usefulness of dense sensor network for PM2.5 monitoring on an academic campus area Marek Badura, Izabela Sówka, Piotr Szymański, Piotr Batog air quality, particulate matter, PM2.5 stratification

Nov 14, 2018 Spatio-Temporal Profiling of Public Transport Delays Based on Large-Scale Vehicle Positioning Data From GPS in Wrocław Piotr Szymański, Michał Żołnieruk, Piotr Oleszczyk, Igor Gisterek, Tomasz Kajdanowicz urban mobility, urban network, public transport, gps, vehicle location, clustering
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