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

• Datum: 2026
• Hauptverfasser: Rybnytskyi, Maksym, Kryvenko, Sergii
• Format: Artikel
• Sprache: Ukrainisch
• Veröffentlicht: Scientific Centre for Aerospace Research of the Earth Institute of Geological Science National Academy of Sciences of Ukraine, Kyiv, Ukraine 2026
• Schlagworte: remote sensing; Sentinel-2 satellite imagery; pixel-wise classification; XGBoost; Local Binary Patterns (LBP); texture analysis; image compression; BPG encoder
• Online Zugang: https://ujrs.org.ua/ujrs/article/view/303
• Назва журналу: Ukrainian Journal of Remote Sensing of the Earth

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...