You can download all the dictionaries from this project here in zipped and pre-compiled DSL format. These can be used immediately in your favourite DSL-compatible dictionary program (e.g. GoldenDict) -- just drop them in your dictionary folder and go!
See the main project page for a list of available languages and further details on usage.