It's better all around than a bike. My cbr is flat black, and I have a black leather jacket, black riding gloves, etc.
Once you consider yourself invisible to others, you just change your driving style and do not let others have the opportunity to cause you harm.
That being said, I feel safer on my bike than in a car sometimes. This blows people's minds, but that's because they don't realize I have a FULL and CLEAR view of ALL things around me with a simple twist of my head. No pillars. No poorly tinted glass. No panels. I also have the small mirrors used on large trucks for additional visibility in lanes directly next to me, pretty much removes any blind spots.