The document discusses different approaches to image retrieval, including text-based retrieval using metadata or manual indexing, and content-based retrieval using visual similarity between images or query by sketch. It describes current popular image search engines and research systems that utilize these approaches. Finally, it outlines future directions for image retrieval, such as unified approaches that combine content and semantic-based retrieval and technologies for automatic image annotation.