You can set the ImageFailed event on your image,
and use the following C# to load a specific image in its place.
private void Image_ImageFailed(object sender, ExceptionRoutedEventArgs e)
{
((Image)sender).Source = new BitmapImage(new Uri("/Assets/MyDefaultImage.png", UriKind.Relative));
}