MJPEG IP Cameras - preview image sometimes does not show

When I have more than two MJPEG IP cameras setup, they do not all display the preview. Below shows only one displaying.

The thing is that if you refresh the screen then the one or two that display may change ie. different cameras display randomly.

All the cameras are working and if you click on the camera, you will see a live view.