A jpg file is not a picture-- it is a bunch of 1s and 0s that must have a program to turn those 1s and 0s into something recognizable. QuickLook gives a temporary view using the Finder app. Double clicking on a jpg file is usually set to open an app that will show the picture and provide viewing and editing options. I showed a picture earlier that showed the app in the info window.
If you click on a jpg file and type command-i (⌘-i), then an Information Window opens. It looks like this:
This is for a movie, and the arrow points to "Open With:" and the field says "Quicktime Player app"
When I double click on this file, or any file like this, it opens in the app Quicktime Player and pays the movie.
Here is part of an info window like I showed earlier:
As I said earlier, "My default for jpegs is the app GraphicConverter, but the usual default is Preview. You can pick any app that will work, and you can click "Change All" to make it open all files of that sort with the same app."
So, when you check the Get Info for a picture, what does it say for "Open with?"