In the realm of computer vision, obtaining accurate and efficient image retrieval has emerged as a essential challenge. Advanced image retrieval algorithms leverage robust techniques to index images based on their visual content, enabling users to rapidly search for specific images. These algorithms often utilize deep learning methods, such as conv