Introduction

The Movidius™ Neural Compute Stick (NCS) is a tiny fanless deep learning device that you can use to learn AI programming at the edge. NCS is powered by the same low power high performance Movidius™ Vision Processing Unit (VPU) that can be found in millions of smart security cameras, gesture controlled drones, industrial machine vision equipment, and more.

This project is a ROS wrapper for NC API of NCSDK, providing the following features:

  • A ROS service for object classification and detection of a static image file
  • A ROS publisher for object classification and detection of a video stream from a RGB camera
  • Demo applications to show the capabilities of ROS service and publisher
  • Support multiple CNN models of Caffe and Tensorflow
  • Support multiple devices in parallel to accelerate inference

Prerequisites and Installation

Please refer to github README.md

Demo

Image Classification

Result with GoogleNet. Please find the demo scripts on github
googlenet_dog.png

Image Detection

Result with MobileNetSSD. Please find the demo scripts on github
mobilenetssd_car_bicycle.png

Video Stream Classification

Please find the demo scripts on github

Video Stream Detection

Please find the demo scripts on github

Interfaces

Topic

Classification:  /movidius_ncs_nodelet/classified_objects 
Detection:  /movidius_ncs_nodelet/detected_objects 

Service

Classification:  /movidius_ncs_image/classify_object 
Detection:  /movidius_ncs_image/detect_object 

Known Issues

  • Only absolute path of image file supported in image inference demo
  • Only test on RealSense D400 series camera and Microsoft HD-300 USB camera

  • Current v0.6.0 supporting NCSDK v1.12.00 is on master branch. devel branch is the development branch for the next release
  • Unit test for movidius_ncs_lib failed due to one exception.

TODO

  • Support more CNN models
  • Support latest NCSDK
  • Support results display with Rviz

Report a Bug

Use GitHub to report bugs or submit feature requests. [View active issues]

Wiki: ros_intel_movidius_ncs (last edited 2018-08-01 07:25:37 by RobotLee)