Questions regarding Bad USB exploit

I own a Netbook and my external DVD Drive is possibly infected with Bad USB.

If i install Ubuntu using this infected DVD drive could my system be taken over during installation process or later when the drive is already unplugged considering the facts that i am installing offline and setting a strong sudo password during installation and unplugging the DVD drive right when the installation is finished and before there is an internet connection?

Thanks in advance for your replies.