WPF: Canvas mouse events not firing on empty space

I have set mouse events on a Canvas as follows:

<Canvas MouseUp="CanvasUp" MouseDown="CanvasDown" MouseMove="CanvasMove">...</Canvas>

But these are active only on the child elements like Image and Rectangle, not on the empty space.How can I solve this?