I don’t know what tech could be used to help the NN improve. Does someone measure the tread depth to help improve accuracy? It could be an in-house employee cars project.Not sure what this could possibly be for other than Robotaxis.
There is the possibility that the forward looking side camera can see the tire tread when the wheels are at full lock turn.
Or maybe the ultrasonics can “hear” the aging of the tires?