Fusion: Practice and Applications FPA 2692-4048 2770-0070 10.54216/FPA https://www.americaspg.com/journals/show/3926 2018 2018 Ministry of Education, Wasit Education Directorate, Iraq Oday Oday University of Information Technology and Communications, Baghdad, Iraq Rajaa Daami Resen University of Information Technology and Communications, Baghdad, Iraq Ali Nafea Yousif Ministry of Education, Wasit Education Directorate, Iraq; Computer Department, College of Education for Pure Sciences, Wasit University, Iraq Oday Ali Hassen University of Information Technology and Communications, Baghdad, Iraq Ansam A. Abdulhussein Remote sensing image evaluation faces continual challenges in extracting discriminative capabilities from complex; multi-scale landscapes the use of conventional spectral-spatial techniques, which often fail to capture hierarchical structures correctly. This examine proposes a brand-new methodology that leverages the discrete wavelet remodel (DWT) for multi-scale characteristic extraction. It is carried out thru Python and the PyWavelets library to offer an open-source, reproducible solution. The framework decomposes pictures into subscales of path and directional detail throughout multiple scales, extracting statistical and textural descriptors optimized for remote sensing obligations. A complete assessment of 500 multispectral patches (Sentinel-2, Landsat-8, and high-decision sensors) demonstrates advanced overall performance in land cover class, accomplishing an accuracy of 92.4%, outperforming uncooked pixel methods (84.1%), important issue evaluation (PCA) (87.3%), and GLCM-based totally techniques (89.6%). A sensitivity analysis famous that Daubeches wavelet 4 at decomposition level three improves function discriminability, in particular for agricultural textures (91.2% accuracy) and concrete limitations (IoU=0.873), while directional subbands (LHHL) reduce transition area mistakes by way of 23%. The computational efficiency (184 msmegapixel) remains possible. These consequences show that DWT is an effective and handy device for improving faraway sensing analysis, with the full code and datasets being made publicly available to promote community adoption and foster innovation. 2026 2026 142 154 10.54216/FPA.210110 https://www.americaspg.com/articleinfo/3/show/3926