Hello @ljjiayou,
The range for mutual information is bound from below by zero, when the two variables are independent. It is bound from above by log(min(cardinality(X), cardinality(Y))), when the values in X and Y are equally likely.
Note that in ITK we use the negative of MI, because similarity measures are minimized.