Sydney Urban Objects contains various common urban road objects scanned by Velodyne HDL-64E LIDAR, collected in Sydney CBD, Australia. The dataset contains 631 individual scanned objects, including vehicles, pedestrians, advertising signs, and trees. This dataset can be used to test matching and classification algorithms.