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