To fall asleep gradually and unintentionally, especially when not in bed.
"He dozed off in front of the television and missed the end of the film."
I was just dozing off when the phone rang.
— Common colloquial expression; widely attributed form across British sitcoms and literature, e.g. broadly characteristic of P.G. Wodehouse's Bertie Wooster narratives.