IIPImage is now an official stable Fedora package and is included out of the box with the new release of Fedora 19! The package is based on a recent build of the development version of iipsrv available from the Github repository.
The packages are also included in Fedora-based enterprise distributions such as CentOS and Red Hat Enterprise Linux via the EPEL repository.
To install, simply use the default yum package manager:
sudo yum install iipsrv
See this blog post for more information.