Pitchers. During baseball's modern era, 21 pitchers have thrown perfect games. Most were accomplished major leaguers. Seven have been inducted into the Baseball Hall of Fame: Cy Young, Addie Joss, Jim Bunning, Sandy Koufax, Catfish Hunter, Randy Johnson, and Roy Halladay.