Should one redefined (or cancel) default layout for autofilled inputs?

The yellow background of the input we see on the screenshot below is due the way Chrome renders autofilled inputs by default. Technically, I can got rid of this by introducing a bunch of cumbersome CSS rules, but the real question is - should I?

Can we claim that the default visual indication of autofilled inputs is widely used, well known and accepted to that extend that it should not be customized at all?

If it's still an acceptable UX practice, what would be better - to god rid of autofill styling completely (in favor of layouts that exist in application) - or should one, while getting rid of default autofill layouts, still come up with some alternative visual markers?