Content-based image retrieval (CBIR) explores the potential of utilizing visual features to find images from a database. Traditionally, CBIR systems depend on handcrafted feature extraction techniques, which can be time-consuming. UCFS, an innovative framework, seeks to mitigate this challenge by introducing a unified approach for content-based ima