This guide from Hany Farid gives you a mathematical viewpoint of common point use in Image Processing.
It's a good introduction.
Learn about the fundamentals of signal and image processing built upon a unifying linear algebraic framework.
http://www.cs.dartmouth.edu/farid/tutorials/fip.pdf
Other short guide are accessible here : http://www.cs.dartmouth.edu/farid/tutorials/
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