See related story: Image Search Goes Tagless

Polar Rose detects an untagged face and suggests matching faces. The user, who recognizes the individual, enters the person's name and presses the Save button. The rose icon turns from orange to red, and all users will then see the message "one person thinks this is Jan Erik Solem" in their dropdown menu.
Image: Polarrose.com
Polar Rose detects a face tagged "Larry King." Five other people have agreed that the photo is indeed of the CNN host, and the user can concur or add a different name. Polar Rose also shows additional potential matches.
Image: Polarrose.com