Have you ever wondered about the fantastic world of images, be it on Facebook, Instragram etc. created by your own phone or digital camera? How different filters work? This article describes various image processing techniques and their applications briefly with several examples. We present a simple discussion of mathematics behind The fundamental image transforms and image processing applications like, image registration, image mosaicing and 3D reconstruction from images.