OpenCV is bar-none the defacto computer vision library. It is packed full of functions to make your life easier.
With respect to image stabilization, Stackoverflow has answered possible approaches to this. Most of the time, you want to extract robust local feature descriptors and use them to perform registration on consecutive image frames.