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