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Influence of local binary pattern configurations and XGBoost on the quality of satellite image classification with noise and compression: experimental study

The paper addresses the relevant task of pixel-wise classification of multispectral satellite images under conditions of critical data quality degradation caused by additive sensor noise and lossy compression artifacts. A method for spatial feature extraction based on Local Binary Patterns (LBP) usi...

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Bibliographic Details
Date:	2026
Main Authors:	Rybnytskyi, Maksym, Kryvenko, Sergii
Format:	Article
Language:	Ukrainian
Published:	Scientific Centre for Aerospace Research of the Earth Institute of Geological Science National Academy of Sciences of Ukraine, Kyiv, Ukraine 2026
Subjects:	remote sensing Sentinel-2 satellite imagery pixel-wise classification XGBoost Local Binary Patterns (LBP) texture analysis image compression BPG encoder
Online Access:	https://ujrs.org.ua/ujrs/article/view/303
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Journal Title:	Ukrainian Journal of Remote Sensing of the Earth

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Ukrainian Journal of Remote Sensing of the Earth

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