I have experienced this issue several times myself and you shouldn’t have to reinstall the cameras. I changed to a different app version and all my devices populated in the list without uninstalling any devices. This is a known bug in the app.
What app version are you currently using?
How to find app version.
Note, I am using Android Beta app v2.16.24 so the results may vary from the production app.