Note: This is not a reversible action. Once the video is gone its gone. Please make sure you have backed up any video(s) you want to keep before using this process.
Login to Canvas
Select "Account > My Media"
Select the checkbox next to the video(s) you want to delete
Select "Actions > Delete"