Mediterranean Diet. The Mediterranean Diet is one of the most popular fitness diets that is based on the traditional eating habits of people living in the Eastern Mediterranean region, specifically Southern Italy, Greece and Crete who have the lowest rate of chronic diseases and highest life expectancy.