"It is an honour to be recognised as the most consistent male golfer of 2013," Scott said in a news release on Thursday ahead of his participation at this week's Tournament of Champions in Hawaii.
Scott, 33, became the first Australian to win the Masters in April and also claimed a FedExCup playoff victory at The Barclays in August.
His two PGA Tour wins in 2013 lagged behind the five won by Woods, a total that earned the 14-times major champion PGA Tour Player of the Year honours with his colleagues and the PGA of America.
World number two Scott also ended the season by winning the Australian PGA and the Australian Masters, teamed up with Jason Day to land the team event at the World Cup and was second in the Australian Open.
The 25-year-old Park scripted one of the most compelling golf stories in 2013 by stringing together victories in the season's first three majors - the Kraft Nabisco Championship, the LPGA Championship and the U.S. Women's Open.
She notched six wins in the season and the money-list title.
"Last year was a year that I could never forget," said Park who finished well ahead of Stacy Lewis in the voting.
"I was able to put my name among the greatest players around the world."
Perry, 53, had three wins on the Champions Tour, two of them majors, as he beat Germany's Bernhard Langer to the player of the year award.
(Reporting by Larry Fine in New York, editing by Tony Jimenez)
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