Not sure you gain performances (since all pictures are uncompressed before be used)
But yes, smaller pictures are good for smaller download
As i said before.my game runs 60 fps on chrome(PC) before and after reducing. 60 fps may be limit for chrome <img src="smileys/smiley1.gif" border="0" align="middle" /> i will try mobile to observe performance.