I had the same problem. Just go to the Settings - More - Apps. Find gallery app. Then click on Force Stop. Then click on Clear Data. Reboot your phone. - Pavol Michalec
You posted the above reply its good and helpful. Now, all my images are showing in Gallery. Thanks.