Content-based image retrieval (CBIR) investigates 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, a novel framework, aims to mitigate this challenge by presenting a unified approach for content-based image r