On a Mac at least: Tab hides the side panels, Shift+tab hides the top and side panels, and the F key works (two taps for full screen). Of course if your photo H:W ratio doesn't match the display's H:W ratio the uncropped image will not fill the screen. You could then try clicking in the image and see if that works.