You can add the following lines to your CSS file:
.placeholder {
background-image:url('../images/bg.png');
background-repeat:no-repeat;
background-size:contain;
background-position:center;
}
Now, when you don't have a specific image to serve, simply add "placeholder" class to your container element.
Remember to make this image cacheable.