I added data-old-src to store default img source and load on mouse out.
Check https://jsfiddle.net/jzxh1asx/6/
HTML
<section>
<img src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/1.jpg" data-old-src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/1.jpg" data-alt-src='http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/1-1.jpg' />
<img src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/4.jpg" data-old-src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/4.jpg" data-alt-src='http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/2-2.jpg' />
<img src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/3.jpg" data-old-src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/3.jpg" data-alt-src='http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/3-3.jpg' />
<img src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/2.jpg" data-old-src="http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/2.jpg" data-alt-src='http://halloweenmaternitycostumes.com/wp-content/uploads/2015/06/4-4.jpg' />
</section>
JS
$(document).ready(function(){
$('img').hover(function(){
var s = $(this).attr('data-alt-src');
$(this).attr('src', s);
}, function(){
var os = $(this).attr('data-old-src');
$(this).attr('src', os);
});
});