Title

Global-scale explainable AI assessment for OBIA-based classification using Deep Learning and Machine Learning methods

Journal title

Advances in Geodesy and Geoinformation

Yearbook

2025

Volume

vol.74

Issue

No. 1

Authors

Kavzoglu, Taskin ; Uzun, Yakup Kaan ; Berkan, Emre ; Yilmaz, Elif Ozlem

Affiliation

Kavzoglu, Taskin : Gebze Technical University, Kocaeli, Turkey ; Uzun, Yakup Kaan : Gebze Technical University, Kocaeli, Turkey ; Berkan, Emre : Gebze Technical University, Kocaeli, Turkey ; Yilmaz, Elif Ozlem : Gebze Technical University, Kocaeli, Turkey

Keywords

Support Vector Machine ; Convolutional Neural Network ; Random Forest ; XAI ; Object-Based Image Analysis

Divisions of PAS

Nauki Techniczne

Coverage

e62

Publisher

Polska Akademia Nauk/ Komitet Geodezji Polskiej Akademii Nauk; Polish Academy of Sciences / Commitee on Geodesy Polish Academy of Sciences

Date

17.06.2025

Type

Article

Identifier

DOI: 10.24425/agg.2025.150692

Aims and scope

The Advances in Geodesy and Geoinformation (formerly “Geodesy and Cartography”) is an open access international journal (semiannual) concerned with the study of scientific problems in the field of geodesy, geoinformation and their related interdisciplinary sciences. The journal has a rigorous peer–review process to ensure the best research publications. It is publishing peer–reviewed original articles on theoretical or modelling studies, and on results of experiments associated with geodesy and geodynamics, geoinformation, cartography and GIS, cadastre and land management, photogrammetry, remote sensing and related disciplines. Besides original research articles, the Advances in Geodesy and Geoinformation also accepts review articles on topical subjects, short notes/letters and communication of a great importance to the readers, and special issues arising from the national/international conferences as well as collection of articles that concentrates on a hot topical research area that falls within the scope of the journal.

Content of Advances in Geodesy and Geoinformation is archived with a long-term preservation service by the National Library of Poland.