We develop a two-dimensional multilevel thresholding approach. We compare the Rényi and Tsallis entropies. We compare quantum genetic algorithm and differential evolution heuristics. We show that the proposed method is more appropriate for multimodal images. We demonstrate the effectiveness of the proposed method on noisy images.