Each week, from March 3 to April 4, voters can choose their favorite image in a tournament that pit two different photos against each other.
The photo that gets the most votes in the match-up moves onto the next round.
You can even download a bracket to fill out online.
Check out all the candidates here, then head over to the Earth Observatory's website to vote for your favorite photographs.