Abstract Point clouds offer the advantage of providing direct access to 3D data. So, utilizing solely point clouds, we present an object detection technique for driverless vehicles in this study. In method, a graph is first constructed using k-nearest neighbour (KNN) and then neural network module proposed local information extraction. Then, depending on coordinates points, utilize pillar-based...