Traditional scaling methods often rely on lossy algorithms that inevitably compromise on quality. These methods, while computationally efficient, discard valuable data during the scaling process, leading to a noticeable degradation in image quality, especially in high-resolution content. The quest for a more refined approach led to the exploration of lossless scaling techniques, which preserve all the original data and ensure that the scaled content retains its integrity.