Appendix 1 A Implementation details

Performance oscillation is an important issue in point cloud benchmarks. The results are summarized in Table 2. As shown in Table 3, our model consistently has the lowest calibration error on every dataset. We adopt SGD as an optimizer with an initial learning rate of 0.1. In Table 4, we report the accuracy and latency for each method.