Introduction Photos capture memories, but cartoon art adds creativity and personality to those moments. In recent years, digital cartoon portraits have become extremely popular for social media profiles, gaming avatars, creative branding, and online content creation. Many users now search for a simple way to transform ordinary images into artistic cartoon-style visuals without learning...