Content-based image retrieval (CBIR) explores the potential of utilizing visual features to retrieve images from a database. Traditionally, CBIR systems utilize on handcrafted feature extraction techniques, which can be time-consuming. UCFS, a cutting-edge framework, targets mitigate this challenge