If you use :active selector in combination with :hover you can achieve this according to w3schools as long as the :active selector is called after the :hover selector.
.info-slide:hover, .info-slide:active{
height:300px;
}
You'd have to test the FIDDLE in a mobile environment. I can't at the moment.
correction - I just tested in a mobile, it works fine