Sounds like it! I have to identify people based on their hair or clothes, where they are, or even their voice. Once I asked where somebody was, turns out I was standing near them and even after they’d been pointed out I didn’t recognise them (they’d turned up sporting a beard). It was only after they spoke that I said "oh, yeah’.
l_b_i