blender 2.73: Adding annotations to your video in the Video Sequence Editor (VSE)
The user "Nathan Leeks " pointed out that the described procedure doesn't work with the latest versions. The current version is 2.79, but there are signs that grease pencil will be much more organized after the next leap to 2.8.