After installing a Fedora 17, I found out that Qgview was obsolete and there was no rpm to be found. After creating my own rpm from the sources, I discovered that there was a fork named Geeqie.
The fork was created because Qgview author and maintainer could not be contacted and you can find all the interesting features from Qgview in Geeqie: A lightweight image viewer/organiser which do not require to import images.