benchmark contains various saliency map performance metrics commonly seen in literature. It is a Python port of Matlab implementation provided by http://saliency.mit.edu/. The code is tested and gives similar results as the Matlab version (except for EMD).
[1] Bylinskii, Z., Judd, T., Durand, F., Oliva, A., & Torralba, A. (n.d.). MIT Saliency Benchmark.