You will not be able to get a family visit visa on arrival at the airport. A Family Visit Visa and Family Permanent Visa have some requirements and can be applied for only in the city.
For a family resident visa, there is no need for you to be present in the city. This holds true also for the visit visa. Your husband can apply for either of the visas without your presence here.
Trust this helps.