How To Download/Use YouTube Thumbnail Images

How to download thumbnail images from any video on YouTube, including the auto-generated ones, the low quality ones and the high quality one. Why would you want to download a thumbnail? You might want to use it for a feature image for any theme or web application, for your post or for archive purposes or for any number of reasons.