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