Comparison of SourceExtractor (left) and ASID-C (right) performance across the Galactic Plane. The tiles are colored based on the relative difference between the actual and estimated numbers of galaxies in that region. The left panel highlights the tendency of SourceExtractor to overestimate galaxies in regions with high stellar density, indicating a bias in its classification approach. The right panel showcases the ability of ASID-C to classify galaxies accurately, even in regions with high stellar density and complex structures, thereby enabling reliable identification of celestial objects in such challenging environments.