Are you using the same browser on the same computer where you favourited the image? When you favourite an image, it is stored in the browser cache of the browser you are using. So, they are not visible on other computers or devices, or even on another browser on the same computer.
If you are using the same browser on the same computer, have you recently cleared the browser cache/cookies? Clearing those results in the favourites being lost.