A sensing system for a vehicle includes a plurality of radio frequency (RF) sensor units disposed at the vehicle so as to have respective fields of sensing exterior of the vehicle. Each RF sensor unit includes a system on chip unit comprising a plurality of transmitting antennae and a plurality of receiving antennae, with each transmitting antenna transmitting RF signals and each receiving antenna receiving RF signals transmitted by each transmitting antenna to provide a respective field of sensing of each of the RF sensor units. Outputs of the RF sensor units are communicated to a control and, responsive to the outputs of the RF sensor units, the control determines the presence of one or more objects exterior the vehicle and within the field of sensing of at least one of the RF sensor units.