Three year-old Annie Wood rides her scooter in front of changing autumn leaves in Sheffield Park Gardens near Haywards Heath in southern England, on October 17, 2012.
Fog covers the Inntal valley as the famous Nordkette mountains are seen on a sunny autumn day in the western Austrian province of Tyrol, on October 23, 2012.
A girl stops to look at hundreds of jack o' lanterns at the Roger Williams Park Zoo in Providence, Rhode Island, on October 8, 2012. Around 5,000 carved pumpkins are on display for this year's Jack-o'-lantern Spectacular, one of the nation's largest jack-o'-lantern shows.
A jack o' lantern interpretation of Vincent van Gogh's "Starry Night," commissioned by the Museum of Modern Art in New York City. For at least three months each Fall, pumpkin carvers Marc Evan and Chris Soria, of New York City, relinquish their illustrator occupations to carve fantastical pumpkins full-time and become the Maniac Pumpkin Carvers.
A squirrel eats a wild pear in a park in seasonal colored trees on an autumn day in the Belarusian capital of Minsk, on October 24, 2012.