Just watched Embrace of the Serpent and was blown away by the beauty of the cinematography as well as the fantastically written story. Based on actual events, it is truly one of the best movies I have seen and fits what you may be looking for

Terrence malick is a writer and director that made tree of life. His movies are excellent. Here are a few that I can remember off the top of my head. To the order, Knight of the cups, The new world, The thin red line. Also check out these movies- Drive, Blue valentine, The place beyond the pines, Black swan. Enjoy!

The Money Movie is an interesting movie. Basically a guy finds that he has a natural talent for the game and eventually decides to compete at an Underground poker club. but it leaves him questioning his career, his friendships, and his life at home. Trailer: http://www.themoneymovie2016.com/the-money-movie-trailer/

I can think of two to add to the list-
Yentl (1983)
and
Analconda vs Whanal III: The Whanaling (1993)
. Both are horror as well.

I second Brazil and Under the Skin.
I'll have to check out The Double!
I'll add:
Delicatessen

Under the Skin (2013) Not fantastically entertaining, but interesting in terms of the look and mood it was trying to achieve; it was meant to show the human race from the perspective of a visiting alien.
The Double (2013), about a man dealing with his doppelgänger, had a unique look to it.
Brazil (1985) was pretty much driven by its cinematography and set design
Tell me the truth. Are we still in the game?

Of my indie fund I will pick out those that have interesting or exceptional cinematography:

• Detachment (2011)
  http://www.imdb.com/board/11683526/
  (artistic, aesthetic)
• Paris, Texas (1984)
  http://www.imdb.com/board/10087884/
  (artistic, pure, aesthetic)
• Half Nelson (2006)
  http://www.imdb.com/board/10468489/
• Cashback (2006)
  http://www.imdb.com/board/10460740/
• Short Term 12 (2013)
  http://www.imdb.com/board/12370248/
• Mysterious Skin (2004)
  http://www.imdb.com/board/10370986/
  (dark, comparable to Requiem for a Dream)
• Gegen die Wand (2004)
  http://www.imdb.com/board/10347048/
• The Broken Circle Breakdown (2012)
  http://www.imdb.com/board/12024519/
• A Single Man (2009)
  http://www.imdb.com/board/11315981/
• Mystery Train (1989)
  http://www.imdb.com/board/10097940/
• Requiem for a Dream (2000)
  http://www.imdb.com/board/10180093/
• Fruitvale Station (2013)
  http://www.imdb.com/board/12334649/
• Magnolia (1999)
  http://www.imdb.com/board/10175880/
• The War Zone (1999)
  http://www.imdb.com/board/10141974/
• Shame (2011)
  http://www.imdb.com/board/11723811/
• Never Let Me Go (2010)
  http://www.imdb.com/board/11334260/
• Lola rennt (1998)
  http://www.imdb.com/board/10130827/
• Frances Ha (2012)
  http://www.imdb.com/board/12347569/

I like to begin by also recomending Enter the void and also
You must watch Hukkle 2000
The cinmeatography is great.
check itand tell me what do you think
sorry for the bad english..

Big Bad Love (2001) Artsy and different.
"Did you make coffee? Make it!"Cheyenne.

Aesthetically, try Enter The Void.
If you haven't seen 2001: A Space Odyssey yet, see that as well.
The New World (also by Malick - director of Tree of Life) is also visually beautiful with amazing cinematography. Actually, just see all of his films. He's great.
Soy Cuba is amazing too.

LIVING IS A SELFISH ACT.
SURVIVAL IS A GENETIC LAW.

Big fish and Moonrise Kingdom are unique in the cinematography department. I wasn't a huge fan of either of them (I don't really like surrealistic looking cinematography) but it still was beautiful Prisoners and winters bone are two movies I love with darker cinematography (not really what you asked though lol)

Not all are my cup of tea, but are similar in ways to Tree of Life and have unique twists on cinematography/editing.
To the Wonder (2012)
Blue Valentine (2010)
Like Someone in Love (2012)
Copie conforme (2010)
My film reviews site:
www.FilmGateReviews.com