So I wrote h_minma/maxma and watershed myself (as a sub package of my project imagepy). My watershed now only support 2D, But the h_minma now is OK, works on nd. I had test one image:

       scikit-image's h_minma runs in 15s, and mine runs in 0.3s, 45times.