Open the video in YouTube and look at the address bar. Copy the 11-character video ID from the URL. You can then build any thumbnail URL yourself, like i.ytimg.com/vi/YOUR_ID/hqdefault.jpg.
This method works but is fiddly, and you have to guess which quality size exists. It is a handy trick to know, yet most people prefer something automated.