Content-based image retrieval (CBIR) explores the potential of utilizing visual features to search images from a database. Traditionally, CBIR systems depend on handcrafted feature extraction techniques, which can be intensive. UCFS, an innovative framework, seeks to address this challenge by proposing a unified approach for content-based image ret