Content-based image retrieval (CBIR) examines the potential of utilizing visual features to retrieve images from a database. Traditionally, CBIR systems rely on handcrafted feature extraction techniques, read more which can be intensive. UCFS, an innovative framework, targets resolve this challenge by proposing a unified approach for content-based