In this paper an efficient quantum secure direct communication (QSDC) scheme with authentication is presented,which is based on quantum entanglement and polarized single photons. The present protocol uses Einstein-PodolskyRosen (EPR) pairs and polarized single photons in batches. A particle of the EPR pairs is retained in the sender’s QSDC protocol. According to the shared information beforehand, these two kinds of quantum states are mixed and then transmitted via a quantum channel. The EPR pairs are used to transmit secret messages and the polarized single photons used for authentication and eavesdropping check. Consequently, because of the dual contributions of the polarized single photons, no classical information is needed. The intrinsic efficiency and total efficiency are both 1 in this scheme as almost all of the instances are useful and each EPR pair can be used to carry two bits of information.