Reddit reviews Concise Computer Vision: An Introduction into Theory and Algorithms (Undergraduate Topics in Computer Science)
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Klette's Concise Computer Vision is quite good and covers a huge amount of material and might strike the right balance for you. If you're at a university, you might also be able to download the PDF for free through Springer or order an inexpensive paperback version.