Consider the following snippet:
$$\text{d}_{H}(A,B) = \max\left\{ \sup_{a\in A} \inf_{b\in B} \text{d}(a,b),\sup_{b\in B} \inf_{a\in A}\text{d}(a,b)\right\}$$

In the output, the text under the inf's is significantly smaller then the one under the sup's. The same happens when I have it in an align environment.
You can see the same problem in the wiki definition of the Hausdorff distance. How can I have the typeset under the inf's and sup's in the same size?

infdoes not descend below the baseline. You can add\let\inf\relax \DeclareMathOperator*\inf{\vphantom{p}inf}in the preamble to have them be at the same height. You can do the same for\maxand\min, if you want. – TH. Jan 04 '11 at 07:08amsmathand it does look odd in my case (same oddness as you can see on the wiki link). – Dror Jan 04 '11 at 07:56\inf? Why this is the behavior for\max,\minand\infbut not for\sup? – Dror Jan 04 '11 at 07:59