Szmidt and Kacprzyk (2005) defined a new similarity measure for two intuitionistic fuzzy sets to incorporate the difference between intuitionistic fuzzy set and its complement. However, we have found a counter example to demonstrate that sometimes the similarity measure they defined is not reasonable. Moreover, we offered a comprehensive study for their application, which will help future researchers apply similarity measures to application problems.