In Japanese, shiitake means "oak fungus," which describes where the mushrooms can be found in the wild. These days, however, most shiitakes are cultivated. They're best identified by their umbrella-shaped brown caps, which curl under ever so slightly. Fresh shiitakes have a light woodsy flavor and aroma, while their dried counterparts are more intense.