Pixel Classification is a fundamental Image processing technique that involves Categorizing each pixel in an image into Predefined classes based on its features, such as color, intensity, or texture. This technique is essential in various applications, including Medical Imaging, Remote Sensing, and Computer Vision, where Precise identification and Segmentation of image regions are critical.