If you are working with images that should be bundled with the application, such as icons, then you should try and make use of the Qt Resource system.
This allows you to build the resources into the actual project and reference them in a filesystem independent syntax. i.e.: :/icons/myIcon.png
Most likely you have a difference between the relative location of the file in Qt Creator vs the command line.