Author

P. Kupidura

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Open access Sep 2026

Application of mobile mapping technology in automating inventory and legal compliance checks for advertising signs and devices

Abstract The increasing number of advertisements in public spaces, combined with ineffective control mechanisms, leads to growing visual pollution in urban areas. The aim of this study was to develop and evaluate a semi-automated workflow for the inventory and legal compliance assessment of advertising signs and device...

Kyrylo Zharkovskyi, Marcin Karabin, P. Kupidura · Reports on Geodesy and Geoin... · 0 citations

Open access Jul 2026

Evaluating machine learning algorithms: The role of sample size and quality

SVM was the most consistent and reliable method across the tested scenarios, achieving high classification accuracy over a wide range of training sample sizes and maintaining strong robustness under noisy labels, which makes it a strong baseline choice when reference data are limited or imperfect.

P. Kupidura, Michał Szkibiel · Reports on Geodesy and Geoin... · 0 citations