I think it’s due to how often cars bump or scratch against each other in NYC (I.e. the sensors are in a vulnerable spot to be easily damaged).

It’s quite funny seeing the number of cars that have bumper skirts in NYC to help minimize damage from inevitable close encounters with other vehicles