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The focus of this code is to implement a Content-Based Image Retrieval (CBIR) system. CBIR is an image retrieval technique that uses the features or contents of an image itself, such as color, texture, and shape, to search and retrieve similar images from a database. It has been widely used in various fields, including medical imaging, multimedia, and e-commerce. With the increasing demand for image-based search and retrieval, the development of CBIR systems has become an important research area. Therefore, the goal of this code is to provide a reliable and efficient CBIR solution that can meet the needs of different applications and domains.