While it is difficult to be totally sure it is hair dye and not a lens filter, it appears as though Joaquin Phoenix's hair is green in that short video from Joker released earlier today.
Below, you can see a screenshot taken from about 2/3 of the way through the short video released online earlier today by Joker filmmaker Todd Phillips. In it, Phoenix's character Arthur Fleck seems to have colored his long hair green.