Could be
a) Pedals. They have bearings, so first try cleaning and lubing. You can also unclip one foot and see what happens as you pedal.
b)Bottom Bracket
c) Crank could have crack in it, I had similar sound issue which resulted in it cracking off mid- pedaling.
Oh yeah, I did try a & b first.