Corydoras pygmaeus are the true Pygmy corys... which are the ones I plan to buy. I know there is also the Corydoras hastatus which is also about the same size some times slightly bigger... also known as the Tail Spot Pygmy Cory.
I like the little stripe on the pygmaeus. I don't know what the third one is that you mentioned.