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chenmeng's Projects

3d-boundingbox icon 3d-boundingbox

PyTorch implementation for 3D Bounding Box Estimation Using Deep Learning and Geometry

3d_navigation icon 3d_navigation

Global and local path planner plugins for ROS move_base which move the robot in 2D (x,y,angle) but avoid collisions using full 3D data (robot meshes and environment octomap).

3dpatrolling icon 3dpatrolling

3D Multi-Robot Patrolling with a Two-Level Coordination Strategy

apollo icon apollo

An open autonomous driving platform

approxmvbb icon approxmvbb

Fast algorithms to compute an approximation of the minimal volume oriented bounding box of a point cloud in 3D.

aruco_ros icon aruco_ros

Software package and ROS wrappers of the Aruco Augmented Reality marker detector library

autoware icon autoware

Open-source software for self-driving vehicles

autoware_ros icon autoware_ros

autoware 源码注释解析,会进行一些顺手的代码修改

carnd-capstone icon carnd-capstone

This is the final project of the Udacity Self-Driving Car Engineer Nanodegree program. In this project, I designed the most modules and integrate them all together as an autonomous vehicle system in ROS framework to enable our car Carla drive around the test track in Simulator. Carla will load the base waypoints from the simulator and adapts the desired velocity of waypoints according to the traffic light color detected by camera. Then it will interpret all the information to commands of throttle, braking and steering to realize the lateral and longitudinal control through the Drive-By-Wire module. I implemented the modules/nodes waypoint_updater, twist_controller and traffic light detector in Python on my own and adapts the waypoint_follower from [Autoware](https://github.com/autowarefoundation/autoware), which is written in C++. I used transfer learning with Keras API to detect the traffic light color. I retrain the VGG16 Model twice on my small simulator dataset and get a fine result.

cartographer icon cartographer

Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.

centernet icon centernet

Object detection, 3D detection, and pose estimation using center point detection:

cloud_to_map icon cloud_to_map

Algorithm that converts point cloud data into an occupancy grid

cppad icon cppad

A C++ Algorithmic Differentiation Package: Home Page

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