If you like adding tags to an image while viewing it you really should try something like Adobe Bridge (I am sure there are other applications) that are much more convenient for tagging images.
Adding tags on these pages causes a browser refresh. If you do not mind that, just open the tags tab in a different browser tab/window. Add the tags there you want, refresh your image page and check the newly presented tags.