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