Which is superior, CSS transparency or PNG Transparency?

Question

Should I use PNG transparency or CSS transparency?

My first instinct is to go with CSS. However I heard somewhere that the filter in IE is slow and that I would get

Answer 1

Although CSS is probably the "proper" way to go, I think PNG is safer, easier, and better implemented.