You can add formatting in place:
<caption><h3>Larger Caption</h3></caption>

Or (and this is better) you can define caption styles in your page header or in a linked CSS stylesheet:

caption {
font-size:18;
font-weight:bold;
font-variant:small-caps;
font-family:FreeSans, Helvetica, Arial, sans-serif;
}