We present a new jonit transform correlation scheme for the accurate recognition of binary objects, which uses complementary encoding method to code the reference and target images in the input plane. The aim of such encoding is to perform joint rank order hit or miss transform in one step. With a high level thresholding value, the correct justification can be achieved from the correlated resultant image. The simulation results and experimental demonstrations are listed.