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