Should I cite photos in my thesis?
You must cite them!

Failure to cite photographs and figures is just as much plagiarism as stealing quotations. To some extent, it is tougher to use pictures from other sources, because you need to make sure you have the permissions to use them.

You should add the citation in the caption, as well as the requisite acknowledgments required by the author or publisher.