Irshad Khalil was born in Malakand, Pakistan in 1992. He received his bachelor’s degree in computer science from University of Malakand, Pakistan, in 2013. He received MS degree in Image Processing from University of Malakand, Pakistan, in 2016. Now he is a Ph.D. scholar at Gachon University, Incheon 21936, Korea, and his current research interests include image processing, medical imaging, Internet of Medical Things and Deep learning, AI.