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 laborious. UCFS, a cutting-edge framework, targets mitigate this challenge by proposing a unified approach for content-based image