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