It's happened more than once to me and I didn't have the nerve to ask "WHO ARE YOU?" Too embarrassed I guess. There was one woman in my past who regularly saw me at the market and did that. I asked Jim "who is she?" and he didn't have a clue either.
Someone "knows" you but you don't him/her?
What causes that?