 This paper proposes a new image segmentation technique based on the Thalus entropy, which is a generalization of the Shannon entropy. It also utilizes the artificial B-colony, ABC, algorithm to optimize the parameters of the proposed method. Experiments show that the proposed method outperforms other existing methods in terms of accuracy and speed. This article was authored by Yudong Zhang and Lenin Wu.