I want to learn enough image and video processing to execute a project idea, pointers?
A good place to start would be to use OpenCV for video processing: http://opencv.willowgarage.com/wiki/

There is a book published by O'Reilly Learning OpenCV: Computer Vision with the OpenCV Library that would probably be a big help.