Here is how you track down that file you need to build from source:
apt-get install apt-file apt-file update apt-file search SDL_image.h
Found it here:
http://ubuntuforums.org/showthread.php?t=1295902
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apt-get install apt-file apt-file update apt-file search SDL_image.h