LiDAR-Based 3D Detection Data Preparation Training Quantitative Evaluation Testing and Making a Submission Qualitative Validation Vision-Based 3D Detection Data Preparation Training Quantitative Evaluation Testing and Making a Submission Qualitative Validation LiDAR-Based 3D Semantic Segmentation Data Preparation Training Quantitative Evaluation Testing and Making a Submission Qualitative Validation