Edit in JSFiddle

$(document).ready(function() {
    $(".Photo").hover(function() {
        $(this).find(".Title").stop().fadeTo(300, 1 , function() {
        });
    } , function() { 
        $(this).find(".Title").fadeTo(300, 0);
    });
});

  <div class="Photo">
  <div class="Title">
    <h2>万里の長城</h2>

  </div>
  
    <a href="http://www.flickr.com/photos/watchsmart/511699887/" target="_blank"><img src="http://farm1.static.flickr.com/224/511699887_b3d27228a1_m.jpg" alt="Great Wall of China" width="283" height="300" /></a>
  </div>

.Photo {
    width: 283px;
    height: 300px;
    position: relative;
    display: block;
    margin-bottom: 24px;
}

.Title {
    width: 283px;
    height: 60px;
    background: #000;
    position: absolute;
    left: 0px;
    top: 240px;
    display: none;
}

.Title h2 {
    font-family: Arial, Helvetica, sans-serif;
    font-size: 21px;
    color: #FFF;
    text-align: center;
    font-weight: normal;
    margin: 15px 0px 10px 0px;
    padding: 0px 0px 0px 0px;
    text-transform: none;
    border-bottom: none;
}