Yes, usually they will continue to stay on and draw a bit of current when the car is off. That's why higher-end units have a power cutoff switch.
However, I seriously doubt it'll be an issue if your car is a daily driver. If it isn't, I would consider unplugging it before storing the car for multiple days.
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