I got it, following is the solution.
$(".box").bind('mouseenter',function(event){
$(this).prev(".quickview").stop(true,true).fadeIn(100);
}).parent().bind('mouseleave', function(e) {
$(this).find(".quickview").stop(true,true).fadeOut(100);
});