It is possible; however, most people who have long term success incorporate both healthy eating habits and exercise into their daily routines. Doing just one or the other is often very difficult to maintain. If it is something you are interested in and that you think you can stick to, you should give it a try. If it doesn't work, I would encourage you to explore an exercise routine.