Systems/methods for operating an autonomous vehicle. The methods comprise: obtaining LiDAR data generated by a LiDAR system of the autonomous vehicle and image data generated by a camera of the autonomous vehicle; performing a first object detection algorithm to generate first object detection information using the LiDAR data, and a second object detection algorithm to generate second object detection information using both the LiDAR data and the image data; and processing the first and second object detection information to determine whether a given object was detected by both the first and second object detection algorithms. When a determination is made that the given object was detected by both the first and second object detection algorithms, the first object detection information is selectively modified based on contents of the second object detection information. The modified first object detection information is used to facilitate at least one autonomous driving operation.