Most optimum image dimension for particles?

What is the most optimum image size/dimension.  I read somewhere that multiples of 2 are best, and then again somewhere that they really don’t matter anymore. 

Is there a performance difference, for example, between:

33 x 65 image

vs.

64 x 128 pixel image…?

Thank you, and Happy Thanksgiving!