The SDL2 backend doesn't support an icon splash screen like the pygame one.
This should be quite easy to add and might be an easy first contribution.
I'd like this to be more configurable than the old pygame one, particularly giving an option for a different image on the first run. SDL2 loads faster than pygame so some apps may be better off having no splash screen on later runs, as it actually makes things feel slower.