Metastudy: Unattractive people rate themselves higher than they are perceived (onlinelibrary.wiley.com)

Anecdotally, I think most people consider themselves the average and judge others against it. Confident people judge themselves to be a bit above average and insecure people judge themselves to be a bit below average.

The study seems to align with this anecdote.