Content-based image retrieval (CBIR) examines the potential of utilizing visual features to find images from a database. Traditionally, CBIR systems utilize on handcrafted feature extraction techniques, which can be time-consuming. UCFS, an innovative framework, aims to mitigate this challenge by presenting a unified approach for content-based imag