Anna: you're partway there. The private individual could do whatever they want with the video. However, in the case of advertising or some sort of TV show, the person has to give consent.
Ever watch one of those candid camera shows? Some faces are blurred out and others aren't. The ones that aren't blurred gave consent (before or after the recording). The others didn't for whatever reason.