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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

Institution

Ukrainian Journal of Remote Sensing of the Earth

Internet

https://ujrs.org.ua/ujrs/article/view/303

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