There are many types of information divergences with used two probability distributions. A new information divergence measure using the Hermite-Hadamard inequality was derived as the type similar to Csisár’s f-divergence. In this paper, we analyze the property concerning to the conjugate of its new divergence and derive some properties of the sequence of convex functions, which is generated by the transformation obtained from the conjugate of its divergence.