The human eye is one of the most intricate and fascinating features of our face, serving not only as a window to our emotions but also as a critical marker in distinguishing authentic media from manipulated content. For deepfake technologies—AI-driven systems that create hyper-realistic yet fabricated images and videos—the eyes, particularly the iris and pupil,