Thanks for all your suggestions...
My project is compact. So I cannot afford to have 7805, until its vital. I dont care about how fast they drain. Diode seems to be a good option.
AAA batteries dont occupy much space. I prefer AAA than AA.
But, I am still thinking about 6v LiPo batteries!! Any suggestions?