An Intelligent Self-driving Truck System For Highway Transportation

Related tags

Deep LearningIITS
Overview

Inceptio Intelligent Truck System

An Intelligent Self-driving Truck System For Highway Transportation

Note

The code is still in development.

OS requirement

Ubuntu Bionic (18.04 LTS)

Install ROS 2 (Eloquent Elusor)

Please refer to https://index.ros.org/doc/ros2/Installation/Eloquent/Linux-Install-Debians/

Setup Locale

sudo apt install -y locales
sudo locale-gen en_US en_US.UTF-8
sudo update-locale LC_ALL=en_US.UTF-8 LANG=en_US.UTF-8
export LANG=en_US.UTF-8

Setup Sources

sudo apt update && sudo apt install curl gnupg2 lsb-release
curl -s https://raw.githubusercontent.com/ros/rosdistro/master/ros.asc | sudo apt-key add -

sudo sh -c 'echo "deb [arch=$(dpkg --print-architecture)] http://packages.ros.org/ros2/ubuntu $(lsb_release -cs) main" > /etc/apt/sources.list.d/ros2-latest.list'

Install ROS 2 packages

sudo apt update

sudo apt install ros-eloquent-desktop

Environment setup

Add the following line into your ~/.bashrc

source /opt/ros/eloquent/setup.bash

then

source ~/.bashrc

Install argcomplete (optional but recommanded)

sudo apt install -y python3-pip
pip3 install -U argcomplete

Install colcon

Please refer to https://index.ros.org/doc/ros2/Tutorials/Colcon-Tutorial/

sudo apt install python3-colcon-common-extensions

Install ad_map_access

Please refer to https://ad-map-access.readthedocs.io/en/latest/BUILDING/

sudo apt-get install libboost-all-dev libpugixml-dev libproj-dev libgtest-dev libpython-dev libosmium2-dev liblapacke-dev libyaml-cpp-dev castxml

sudo apt install -y python-pip

pip install --user pygccxml pyplusplus xmlrunner

Create workspace

Setup folder structure

mkdir -p ~/code/iits/iits_ws
cd ~/code/iits/iits_ws

Get the code

git clone https://github.com/InceptioResearch/IITS.git

Setup build environment

Perform a trival build first, this step generate build, install and log directories in the workspace.

colcon build --packages-select

Add the following line into your ~/.bashrc

source ~/code/iits/iits_ws/install/setup.bash

then

source ~/.bashrc

Build

cd ~/code/iits/iits_ws/

colcon build

Install Carla (Optional)

Carla is used in the visualization node Please refer to https://carla.readthedocs.io/en/latest/start_quickstart/#carla-installation

Install rosbag2 (Optional)

sudo apt-get install ros-eloquent-ros2bag ros-eloquent-rosbag2-storage-default-plugins

To record planner related topics

./src/scripts/record.sh

To record planner related debug topics (without planning results)

./src/scripts/record_debug.sh

To playback the recorded rosbag

ros2 bag play <rosbag_directory>

Quick start

run planning with truck sim

ts-lm-cli
./src/scripts/start_trucksim.sh

run scenario

ros2 launch scenario_runner run_jinan.py

run carla bridge

cd /to/your/carla/folder
./CarlaUE4.sh
ros2 run carla_bridge run_carla_bridge

run trucksim bridge (please make sure that you have installed trucksim on you computer)

ts-lm-cli
ros2 run trucksim_bridge trucksim_bridge_node
Owner
InceptioResearch
InceptioResearch
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

ELECTRA Introduction ELECTRA is a method for self-supervised language representation learning. It can be used to pre-train transformer networks using

Google Research 2.1k Dec 28, 2022
Easy genetic ancestry predictions in Python

ezancestry Easily visualize your direct-to-consumer genetics next to 2500+ samples from the 1000 genomes project. Evaluate the performance of a custom

Kevin Arvai 38 Jan 02, 2023
YOLOX-Paddle - A reproduction of YOLOX by PaddlePaddle

YOLOX-Paddle A reproduction of YOLOX by PaddlePaddle 数据集准备 下载COCO数据集,准备为如下路径 /ho

QuanHao Guo 6 Dec 18, 2022
A set of tools to pre-calibrate and calibrate (multi-focus) plenoptic cameras (e.g., a Raytrix R12) based on the libpleno.

COMPOTE: Calibration Of Multi-focus PlenOpTic camEra. COMPOTE is a set of tools to pre-calibrate and calibrate (multifocus) plenoptic cameras (e.g., a

ComSEE - Computers that SEE 4 May 10, 2022
Official implementation of AAAI-21 paper "Label Confusion Learning to Enhance Text Classification Models"

Description: This is the official implementation of our AAAI-21 accepted paper Label Confusion Learning to Enhance Text Classification Models. The str

101 Nov 25, 2022
🥇 LG-AI-Challenge 2022 1위 솔루션 입니다.

LG-AI-Challenge-for-Plant-Classification Dacon에서 진행된 농업 환경 변화에 따른 작물 병해 진단 AI 경진대회 에 대한 코드입니다. (colab directory에 코드가 잘 정리 되어있습니다.) Requirements python

siwooyong 10 Jun 30, 2022
Tutorial on scikit-learn and IPython for parallel machine learning

Parallel Machine Learning with scikit-learn and IPython Video recording of this tutorial given at PyCon in 2013. The tutorial material has been rearra

Olivier Grisel 1.6k Dec 26, 2022
Code for NeurIPS 2021 paper: Invariant Causal Imitation Learning for Generalizable Policies

Invariant Causal Imitation Learning for Generalizable Policies Ioana Bica, Daniel Jarrett, Mihaela van der Schaar Neural Information Processing System

Ioana Bica 17 Dec 01, 2022
Matlab Python Heuristic Battery Opt - SMOP conversion and manual conversion

SMOP is Small Matlab and Octave to Python compiler. SMOP translates matlab to py

Tom Xu 1 Jan 12, 2022
Official code for "InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization" (ICLR 2020, spotlight)

InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization Authors: Fan-yun Sun, Jordan Hoffm

Fan-Yun Sun 232 Dec 28, 2022
Pyeventbus: a publish/subscribe event bus

pyeventbus pyeventbus is a publish/subscribe event bus for Python 2.7. simplifies the communication between python classes decouples event senders and

15 Apr 21, 2022
This is an official pytorch implementation of Fast Fourier Convolution.

Fast Fourier Convolution (FFC) for Image Classification This is the official code of Fast Fourier Convolution for image classification on ImageNet. Ma

pkumi 199 Jan 03, 2023
Deploy tensorflow graphs for fast evaluation and export to tensorflow-less environments running numpy.

Deploy tensorflow graphs for fast evaluation and export to tensorflow-less environments running numpy. Now with tensorflow 1.0 support. Evaluation usa

Marcel R. 349 Aug 06, 2022
Pytorch and Keras Implementations of Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.

The repository contains the implementations for Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects. Model

Ankur Deria 115 Jan 06, 2023
Soomvaar is the repo which 🏩 contains different collection of 👨‍💻🚀code in Python and 💫✨Machine 👬🏼 learning algorithms📗📕 that is made during 📃 my practice and learning of ML and Python✨💥

Soomvaar 📌 Introduction Soomvaar is the collection of various codes implement in machine learning and machine learning algorithms with python on coll

Felix-Ayush 42 Dec 30, 2022
Structured Edge Detection Toolbox

################################################################### # # # Structure

Piotr Dollar 779 Jan 02, 2023
OpenMMLab Computer Vision Foundation

English | 简体中文 Introduction MMCV is a foundational library for computer vision research and supports many research projects as below: MMCV: OpenMMLab

OpenMMLab 4.6k Jan 09, 2023
House_prices_kaggle - Predict sales prices and practice feature engineering, RFs, and gradient boosting

House Prices - Advanced Regression Techniques Predicting House Prices with Machine Learning This project is build to enhance my knowledge about machin

Gurpreet Singh 1 Jan 01, 2022
Pytorch implementation of ICASSP 2022 paper Attention Probe: Vision Transformer Distillation in the Wild

Attention Probe: Vision Transformer Distillation in the Wild Jiahao Wang, Mingdeng Cao, Shuwei Shi, Baoyuan Wu, Yujiu Yang In ICASSP 2022 This code is

IIGROUP 6 Sep 21, 2022
Neural Surface Maps

Neural Surface Maps Official implementation of Neural Surface Maps - Luca Morreale, Noam Aigerman, Vladimir Kim, Niloy J. Mitra [Paper] [Project Page]

Luca Morreale 49 Dec 13, 2022