I. Introduction
Image filter is a commonly used technique in image editing and beautification. Before posting an image on social media, multiple image transformations are often applied to convert the image into different styles to meet the diverse aesthetic needs. Filters can enhance the aesthetic appeal of an image, but they can also introduce noise, distortion, and loss of information. This can result in color or even pixel-level corruption and disturbance, ultimately reducing the image's quality and usability.