When you add a video to the galley, the default placeholder image will display before playing a video. You can override this with a nice custom thumbnail that gives a finishing touch to the video gallery.
The setting can be found under Gallery > Choose a Video > Thumbnail > Custom Thumbnail
Choose the option Custom Thumbnail and set an Image.
You can adjust the Overlay Color. See How to Set Overlay Color on the Video Thumbnail on Mouse Hover?