LaTeX.org

Hello,
I am using memoir class to format my thesis. When I use DoubleSpacing in my tex file, the whole document coming to be double-spaced, i.e. even the figure captions, references when it runs over a line. How do I get rid of double spacing in these while keeping the other parts of the documents ...