Programmatically set the background of a button to be an image

Question

how can I programmatically set the background of a button to be an image? I know how to do it in XAML, but in code, I keep getting stuck, I tried

Button.Background = new ImageBrush{ ImageSource = "source" };

but then I get the error that string cannot be converted to ImageSource.