Well if you ask me leave it like that. You should change only if you want a high quality sound system in your car. Rest keep it genuine. The stock music/video players in Corollas are outdated and obsolete, but they are robust and do the basic work for which they are installed.
If you want to change, go for Pioneer systems, they are much better than these cheap android ones and sound quality is simply great.