Visit the video edit page and select the Video tab.
Then select the desired frame in the video player and select the thumbnail by clicking the button.
Here is a video with details for how to set custom thumbnails
https://www.youtube.com/watch?v=6Kg2bEC55-4&feature=emb_logo