There is provided an autonomous navigation system for use in conjunction with a ride vehicle. The autonomous navigation system includes an on-board sensor system for generating on-board sensor data of a surrounding of the ride vehicle. According to this embodiment, the autonomous navigation system further includes a receiver module for receiving off-board sensor data of the surrounding of the ride vehicle. For example, the off-board sensor data can be generated from an off-board sensor system, which includes a plurality of off-board sensors. The autonomous navigation system includes a sensor data fusion module for performing a data fusion process on the on-board sensor data and the off-board sensor data to generate fused sensor data. The autonomous navigation system further includes a navigation module for determining a course of the ride vehicle based on the fused sensor data.