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

• Дата: 2026
• Автори: Rybnytskyi, Maksym, Kryvenko, Sergii
• Формат: Стаття
• Мова: Українська
• Опубліковано: Scientific Centre for Aerospace Research of the Earth Institute of Geological Science National Academy of Sciences of Ukraine, Kyiv, Ukraine 2026
• Теми: remote sensing; Sentinel-2 satellite imagery; pixel-wise classification; XGBoost; Local Binary Patterns (LBP); texture analysis; image compression; BPG encoder
• Онлайн доступ: 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...