I think they might be made out of and painted with chocolate.
Do you mean a chocolate 3 dimensional mold and then handpainted with a brush?
If they are chocolate I'd say they would be carved. It is really hard to have a definite answer on what they are made out of.
But the painting definately does look like chocolate.
For anyone else who might know more, you can get a closer look at them here: