SDL/SDL_image.h: No such file or directory

You need to install SDL_image separately. It's not shipped with SDL.

You need to install SDL_image library like mentioned in the other answers, if you are on a Debian based systems you can simply install with the following command:

sudo apt-get install libsdl-image1.2-dev