Perry birdied five of the first seven holes to match his low round of the season and vault from 73rd place to a share of the lead at 10-under.
Furyk shot a 68 and Quigley a 69.
First-round leader Rocco Mediate, Scott Verplank and Brian Bateman are just a shot back of the leaders.
