Polygon Annotation is about making rough and irregular shaped object in images detectable for computer vision with precise annotation. Mostly this is suitable for objects detection like sign boards, logos, and various poses of humans in sports analytics or other objects of interest with best accuracy by avoiding the white spaces for autonomous vehicle and robotics allowing the real-world scenario to be recognized by computer vision.