Content-based image retrieval (CBIR) investigates the potential of utilizing visual features to search images from a database. Traditionally, CBIR systems utilize on handcrafted feature extraction techniques, which can be intensive. UCFS, a novel framework, aims to mitigate this challenge by presenting a unified approach for content-based image ret