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