Projects funded by the NCN

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Information of the project and the call

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Improving Settlement and Road Network Design for Maps of Small Scales Using Artificial Intelligence and Graph Theory

2020/37/B/HS4/02605

Keywords:

settlement road network river network small-scales map design sztuczna inteligencja graph theory

Descriptors:

  • HS4_014:
  • ST10_012:
  • HS4_015:

Panel:

HS4 - Individuals, institutions, markets: economics, finance, management, demography, social and economic geography, urban studies

Host institution :

Uniwersytet Warszawski, Wydział Geografii i Studiów Regionalnych

woj. mazowieckie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Izabela Małgorzata Karsznia 

Number of co-investigators in the project: 4

Call: OPUS 19 - announced on 2020-03-16

Amount awarded: 976 301 PLN

Project start date (Y-m-d): 2021-02-22

Project end date (Y-m-d): 2027-02-21

Project duration:: 72 months (the same as in the proposal)

Project status: Pending project

Project description

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Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (4)
  • Book publications / chapters in book publications (16)
  1. Review of road selection methods for the purpose of multiscale mapping
    Authors:
    Albert Adolf, Izabela Karsznia
    Academic press:
    Miscellanea Geographica. Regional Studies on Development (rok: 2025, tom: 29(4), strony: 267 - 281), Wydawca: Wydział Geografii i Studiów Regionalnych UW
    Status:
    Published
    DOI:
    10.2478/mgrsd-2025-0031 - link to the publication
  2. Using machine learning and data enrichment in the selection of roads for small-scale maps
    Authors:
    Izabela Karsznia, Albert Adolf, Stefan Leyk, Robert Weibel
    Academic press:
    Cartography and Geographic Information Science (rok: 2024, tom: 51(1), strony: 60-78), Wydawca: The Cartography and Geographic Information Society
    Status:
    Published
    DOI:
    10.1080/15230406.2023.2283075 - link to the publication
  3. Verifying and improving map specifications of river network selection for automatic generalization of small-scale maps
    Authors:
    Iga Ajdacka, Izabela Karsznia
    Academic press:
    Polish Cartographical Review (rok: 2022, tom: 54(1), strony: 75-91), Wydawca: Polish Geographical Society. Cartographic Division
    Status:
    Published
    DOI:
    10.2478/pcr-2022-0006 - link to the publication
  4. Make It Simple: Effective Road Selection for Small-Scale Map Design Using Decision-Tree-Based Models
    Authors:
    Izabela Karsznia, Karolina Wereszczyńska, Robert Weibel
    Academic press:
    ISPRS International Journal of Geo-Information (rok: 2022, tom: 11(8), strony: 457), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/ijgi11080457 - link to the publication
  1. The use of machine learning to automate the selection of rivers for small-scale maps
    Authors:
    Iga Ajdacka, Izabela Karsznia
    Book:
    GIScience 2023 Workshop on CartoAI: AI for cartography (rok: 2023, tom: CartoAI: AI for cartography, strony: 46025), Wydawca: University of Leeds
    Status:
    Published
    DOI:
    link to the publication
  2. The use of graph convolutional networks in road selection for small-scale maps design
    Authors:
    Albert Adolf, Izabela Karsznia
    Book:
    Abstracts of the International Cartographic Association (rok: 2024, tom: 7, strony: 46024), Wydawca: ICA
    Status:
    Published
    DOI:
    10.5194/ica-abs-7-2-2024 - link to the publication
  3. Effective visualization of the AI-based road selection results for small scale maps design
    Authors:
    Albert Adolf, Izabela Karsznia
    Book:
    2024 ICA Workshop on AI, Geovisualization, and Analytical Reasoning – CartoVis24 (rok: 2024, tom: 8, strony: 46024), Wydawca: ICA
    Status:
    Published
    DOI:
    10.5194/ica-abs-8-1-2024 - link to the publication
  4. Can naive and expert users spot the difference between AI vs. human-generalized maps?
    Authors:
    Izabela Karsznia, Arzu Çöltekin, and Veronica Sundstedt
    Book:
    Abstr. Int. Cartogr. Assoc (rok: 2025, tom: 10(140), strony: 46024), Wydawca: International Cartographic Association
    Status:
    Published
    DOI:
    10.5194/ica-abs-10-140-2025 - link to the publication
  5. Evaluating AI-driven road selection for small-scale maps: graph convolutional networks and visualization strategies
    Authors:
    Albert Adolf, Izabela Karsznia
    Book:
    25th ICA Workshop on Multi-Scale Cartography (rok: 2025, tom: 6, strony: 46024), Wydawca: International Cartographic Association
    Status:
    Published
    DOI:
    link to the publication
  6. Can machine learning help to unify river selection for small-scale map design?
    Authors:
    Iga Ajdacka, Izabela Karsznia
    Book:
    Abstr. Int. Cartogr. Assoc (rok: 2025, tom: 10(4), strony: 46024), Wydawca: International Cartographic Association
    Status:
    Published
    DOI:
    10.5194/ica-abs-10-4-2025 - link to the publication
  7. Level of detail matters: machine learning based river selection across Polish and French data
    Authors:
    Izabela Karsznia, Iga Ajdacka, Bérénice Le Mao, Guillaume Touya, Albert Adolf
    Book:
    25th ICA Workshop on Multi-Scale Cartography (rok: 2025, tom: 4, strony: 46024), Wydawca: International Cartographic Association
    Status:
    Published
    DOI:
    link to the publication
  8. Wystarczająco dobrze, czyli jak? O tym jak sztuczna inteligencja i uczenie maszynowe może pomóc w opracowaniu map
    Authors:
    Izabela Karsznia, Karolina Wereszczyńska, Albert Adolf, Iga Ajdacka
    Book:
    Geograficzne spotkania przy Krakowskim Przedmieściu (rok: 2025, tom: 1, strony: 255-274), Wydawca: Wydawnictwa Uniwersytetu Warszawskiego
    Status:
    Published
    DOI:
    10.31338/uw.9788323570578 - link to the publication
  9. Authors:
    Izabela Karsznia
    Book:
    Optymalizacja redakcji map przeglądowych z wykorzystaniem sztucznej inteligencji. (rok: 2025, tom: 1, strony: 84), Wydawca: Wydawnictwa Uniwersytetu Warszawskiego
    Status:
    Published
    DOI:
    10.31338/uw.9788323570394 - link to the publication
  10. Cartographic generalization of settlement representations: human vs. machine
    Authors:
    Izabela Karsznia, Arzu Çöltekin, Veronica Sundstedt
    Book:
    2024 ICA Workshop on AI, Geovisualization, and Analytical Reasoning – CartoVis24 (rok: 2024, tom: 8, strony: 46024), Wydawca: ICA
    Status:
    Published
    DOI:
    10.5194/ica-abs-8-1-2024 - link to the publication
  11. Data enrichment and supervised learning in road and settlement feature selection for small scale maps
    Authors:
    Albert Adolf, Karolina Wereszczyńska, Izabela Karsznia, Robert Weibel, Stefan Leyk
    Book:
    Abstr. Int. Cartogr. Assoc. (rok: 2023, tom: 6, strony: 46024), Wydawca: ICA
    Status:
    Published
    DOI:
    10.5194/ica-abs-6-3-2023 - link to the publication
  12. May AI Help You? Automatic Settlement Selection for Small-Scale Maps Using Selected Machine Learning Models
    Authors:
    Izabela Karsznia, Robert Weibel, Stefan Leyk
    Book:
    AutoCarto 2022 proceedings (rok: 2022, tom: session3, strony: 46028), Wydawca: Cartography and Geographic Information Society
    Status:
    Published
    DOI:
    link to the publication
  13. Interdyscyplinarność we współczesnej kartografii: Rola sztucznej inteligencji i badań z użytkownikami w opracowaniu map
    Authors:
    Izabela Karsznia, Izabela Gołębiowska
    Book:
    II KONGRES GEOINFORMACYJNY. KSIĘGA STRESZCZEŃ REFERATÓW (rok: 2025, tom: 1, strony: 43), Wydawca: Polskie Towarzystwo Fotogrametrii i Teledetekcji
    Status:
    Published
    DOI:
    link to the publication
  14. Enriching river network data for multi-scale machine learning based selection: a case study of Poland and France
    Authors:
    Bérénice Le Mao, Iga Ajdacka, Izabela Karsznia, Guillaume Touya, Albert Adolf
    Book:
    Abstr. Int. Cartogr. Assoc (rok: 2024, tom: 7(83), strony: 46024), Wydawca: ICA
    Status:
    Published
    DOI:
    10.5194/ica-abs-7-83-2024 - link to the publication
  15. Machine Learning and Geospatial Technologies
    Authors:
    Izabela Karsznia
    Book:
    The Routledge Handbook of Geospatial Technologies and Society (rok: 2023, tom: ISBN 9780367428877, strony: 299-312), Wydawca: Routledge
    Status:
    Published
    DOI:
    10.4324/9780367855765-25 - link to the publication
  16. Supervised learning for automated feature selection in road network generalization
    Authors:
    Izabela Karsznia, Albert Adolf, Stefan Leyk
    Book:
    Abstr. Int. Cartogr. Assoc. (rok: 2021, tom: ICC 2021, strony: ), Wydawca: ICA
    Data:
    konferencja 14-18.12. 2021
    Status:
    Published
    DOI:
    10.5194/ica-abs-3-139-2021 - link to the publication

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