Are you changing the wallpaper after the edits are saved? otherwise, the changes would not be reflected.
Repeating, if you edit (erase, change, etc) the original image AFTER it has been set as a wallpaper, the edits will not be reflected on the wallpaper. You have to save the changes and THEN reapply the pic as a wallpaper.