Try using flax eggs. Add 1/4 tsp more baking powder to the recipe, and combine 1 tsp of flaxmeal to 2 tbsp of water (I believe that's the mix...I'm at work, so someone correct me if I'm wrong). Whisk well. Let it stick for a couple of minutes.
I find that works better then egg replacer a lot of times.