Your intuition about /camera_info topic is correct. Can you try the following example to see if that works for you?
ign gazebo camera_sensor.sdf -r

You should see ign_msgs.CameraInfo messages printed to stdout. In order to see more information about these messages, you can use ign msg -i ign_msgs.CameraInfo.