Unfortunately, large images can substantially increase your document’s file size. Sometimes we have to insert large images (such as photos, maps, and diagrams) into a Word document. In Word 2010, picture compression seems to be ‘on’ by default.
Update November 2013: Most of this blog post’s contents apply to Word 2007.