Training-free urban tree counting with multi-modal data

Xu, Zhengsen; Wang, Lanying; He, Hongjie; Guan, Haiyan; Ma, Lingfei; Li, Jonathan; Xu, Lincoln

doi:10.5194/ica-abs-10-307-2025

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Article / Chapter Tue Dec 16 2025 CC BY 4.0

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Training-free urban tree counting with multi-modal data

Xu, Zhengsen ; Wang, Lanying ; He, Hongjie ; Guan, Haiyan ; Ma, Lingfei ; Li, Jonathan ; Xu, Lincoln

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Published in:: Abstracts of the ICA
Vol. 10.2025 (16.12.2025), art. no. 307, p. 1-2
Volume:: 10.2025
Publication date:: 16.12.2025
URN:: urn:nbn:de:0307-20260507-001-0
DOI:: 10.5194/ica-abs-10-307-2025
Language:: English
Type of Resource:: Text
Extent:: 1 Online-Ressource (Seite 1-2, 1,59 MB) : 1 Illustration, 1 Tabelle, 1 Textdatei (PDF)
Keywords:: remote sensing; urban trees; foundation model; multi-modal model; unsupervised learning; Fernerkundung^GND; Stadtbaum; Grundlagenmodell; multimodales Modell; Unüberwachtes Lernen^GND
DDC subject of DNB:: 520 Astronomy & allied sciences
URL:: https://doi.org/10.5194/ica-abs-10-307-2025
URL:: https://ica-abs.copernicus.org/articles/10/307/2025/
Link to Raw Object:: https://ica-abs.copernicus.org/articles/10/307/2025/ica-abs-10-307-2025.pdf
Hosting institution:: East China Normal University (ECNU) [CN]
Hosting institution:: Nanjing University of Information Science and Technology (NUIST) [CN]
Hosting institution:: University of Calgary (UC) [CA]
Hosting institution:: University of Waterloo (UW) [CA]
Hosting institution:: Internationale Forschungseinrichtungen
Statement of responsibility:: Zhengsen Xu, Lanying Wang, Hongjie He, Haiyan Guan, Lingfei Ma, Jonathan Li, Lincoln Xu
Bibliographic notes:: Published in: Abstracts of the ICA, Volume 10, 2025 - 32nd International Cartographic Conference (ICC 2025); 17–22 August 2025, Vancouver, Canada; Editors: Mir Abolfazl Mostafavi, Jonathan Li, and Emmanuel Stefanakis | https://ica-abs.copernicus.org/articles/10/index.html