1. A method comprising performing, by a vehicle controller: receiving a plurality of sensor outputs each indicating presence of an object, the plurality of sensors having a plurality of different sensing modalities; updating a probability according to each sensor output of the plurality of sensor outputs; and determining that the probability is sufficiently high to perform collision avoidance with respect to the object.