In jigsaw puzzle solvers, a definition of dissimilarity measure between pieces is important facter. In this paper, we propose a novel dissimilarity measure between pieces. In our experiments, the proposed dissimilarity measure was compared with the previous ones. Experimented results showed that the proposed method obtaind better results than these of the previous methods.