How can I remove my Like from someone else's photo?

If you Liked someone's photo and wish to remove that Like, click on the Like Icon directly on that photo. 

When the Like Icon appears to be filled in, your Like is included on the photo:


When the Like Icon appears as an outline, your Like is not included on the photo: