Abstract Face alignment is a crucial component in most face analysis systems. It focuses on identifying the location of several keypoints human faces images or videos. Although methods and models are available to developers popular computer vision libraries, they still struggle with challenges such as insufficient illumination, extreme head poses, occlusions, especially when constrained by need...