I'm an undergrad who finds computer vision to be fascinating. Where should somebody brand new to computer vision begin?
Check out this book http://research.microsoft.com/en-us/um/people/szeliski/book/ it is in beta stage right now and available for free. Richard Szeliski, the author, is a a well known researcher in the field of computer vision. He is also behind the Photosynth project.