Recently, the covariance property of the Maxwell equations under a coordinate transformation has been exploited for controlling the flow of electromagnetic waves in an unprecedented manner. Together with the development of electromagnetic metamaterial technologies, realization of perfect invisibility cloaks is no longer an intangible dream. Here we review both theoretical and experimental efforts to realize such invisibility cloaks. Their perspectives and limitations are also discussed.