A dessert is defined as a place where there is less than 25 cm of precipitation per year, so yes, Antarctica is considered a desert.

There are many other regions that fit this description that are very cold.

I know what you mean. Both my brother and I discovered many bands that we purchased the music for just by going over and asking the assistant "what are you playing at the moment?" as it wasn't main stream chart music for much of the time.