The Aggregate View Object Detection (AVOD) network performs 3D object detection for autonomous driving using view aggregation from camera images and LiDAR point clouds. It jointly generates 3D region proposals and detects objects in 3D space. The system achieves results on the KITTI dataset benchmark for both 3D and bird’s eye view object detection tasks.