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