The Pocket Handbook of Image Processing Algorithms in C: http://adaptiveart.eecs.umich.edu/2011/wp-content/uploads/2011/09/The-pocket-handbook-of-image-processing-algorithms-in-C.pdf
It uses the C language and is a few decades old but it contains a lot of the common image processing algorithms in a handy reference.