I had saved some pics on my favorites and the next time I went back they were all go. How and why??

If you saved some pictures in your favorites and later they were found to be duplicates they are removed and anyone who has them loses them also. . You can put a key word in the search area of wallpaper and the original will be there so you can save them again...