Content-based image retrieval (CBIR) investigates the potential of utilizing visual features to retrieve 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 presenting a unified approach for content-ba