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The explosive growth of digital images has created a pressing need for efficient image compression techniques. Image compression is essential for reducing storage costs, improving data transmission, and enhancing user experience. Traditional image compression algorithms, such as JPEG and JPEG 2000, have been widely used for decades. However, these algorithms have limitations, such as loss of image quality and limited compression ratios.