This website extracts GPS data from EXIF and locates a photo on map (pic2map.com)

Works only if the camera has a GPS chipset. I hope more cameras start using geotagging like smartphones do...

I recently discovered the Photo Find app for iOS, which does the same thing:

https://itunes.apple.com/app/id939480376

This is why you should remove EXIF data before sharing photos to protect your privacy

and to add my comment, even Facebook removes EXIF data, they are keeping it to themself... for advertising and other (evil) purposes...

Not a single photo i tried returned results??

There's also http://www.verexif.com/en/