Peters attended and graduated from McClymonds High School in Oakland, California, where he played football and ran track. He played as a cornerback for coach Curtis McCauley. As a senior, he notched seven interceptions and scored six touchdowns on kick or punt returns. He also played wide receiver and kicker. He was named the MVP of the Oakland Athletic League, as he led the Warriors to a 12-0 record, the school's first perfect season.