Code Monkey home page Code Monkey logo

liam_neeson's Introduction

Object Tracking with an RGBD Camera

liam_neeson ROS package README

Owner: Alan Hong, Northwestern University, MSR 2016

Project write-up available here.

Table of Contents
1. Package Description
2. ROS Package Dependencies
3. Launch Files
4. Notes on Package Usage

1. Package Description

The liam_neeson package combines an ASUS Xtion PRO LIVE camera (or equivalent, e.g. Kinect) and Baxter robot to visually track and interact with a pre-determined object. The demo implemented commands the robot to continually point at the object as the user moves the object around in the camera's field of view.

A trained Haar classifier, in conjunction with time and color filters, is used to locate the object in the camera's RGB image feed, which is combined with a rectified depth image to determine the object's real-world coordinates. These coordinates are then published through the /obj_position topic.

The coordinates, once recieved by the robot controller, are adjusted to be expressed from the camera frame to the robot frame. The robot may then use these adjusted coordinates to perform tasks.

This package includes the following major components:

  • Script that performs robust object detection and segmentation, and extracts the object's real-world coordinates.
  • Demo that points the robot's end-effector towards the object at regular intervals.
  • Launch file to set up the environment and run all of the above.

2. ROS Package Dependencies

In order to successfully run the launch files, you must have the following sets of packages available to the workspace:

  • Baxter SDK - Contains necessary robot interface packages such as baxter_moveit_config, baxter_interface, baxter_examples, etc.
  • OpenNI - Contains RGBD camera interface packages

3. Launch Files

obj_pointer.launch

  • The overarching launch file of the project. Calls the necessary robot and camera launch files, runs the object classifier and robot control scripts.

baxter_setup.launch

  • Launches nodes relevant to Baxter and its interface

4. Notes on Package Usage

  • openni.launch will start multiple nodes under the /camera namespace

liam_neeson's People

Contributors

hongalan avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.