It's also reassessed if you improve it in any substantial way. My property taxes doubled after a remodel. Some of that was the remodel, but roughly half was due to prices in the neighborhood going up since my wife and I originally bought the house.

In my case we can afford these extra taxes, but I can easily imagine that in other circumstances this would be difficult. The alternative is doing work without permits, which comes with other risks.