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