How good is night vision on budget backup cameras?

Most listings in this category advertise LED or starlight night vision, and verified-purchase reviewers on the higher-volume models generally report usable low-light images. That said, with little independent lab testing in the available signals, real-world night performance varies, and reviewers note image quality drops in total darkness without LEDs or ambient light.