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new_detect's Introduction

new_detect

a ROS,ZED SSD,Tensorflow package

  • A ros package for autonomous driving object detection.
  • This performance is better than zed_ros_kerasssd_pkg

Function

It contains modules of:

  1. A tensorflow implemented SSD
  2. Subscribe image info from ZED Camera ROS node, obtained the PointCloud information of Object bounding box center. calculate distance of object.
  3. Publish a ROS message about the object information(object type/confidence/distance/)
  4. ROS node name: new_detect_pkg
  5. ROS message name: new_obj_info

Environment

  • Ubuntu16.04
  • CUDA 9.0
  • CUDNN 7.0.5
  • ROS Kinetic
  • ZED Camera SDK 2.2.1
  • zed-ros-wrapper-2.2.x
  • Python version 3.5
  • tensorflow-gpu (1.5.0rc1)
  • cv-bridge (1.12.7)

Pre-install

Environment

Others:

  • cv_bridge for python3

Usage

clone and unziped into your ROS workspace/src(suppose workspace names catkin_ws)

# for the first time
cd ~/catkin_ws 
catkin_make -DCATKIN_WHITELIST_PACKAGES=new_detect
cd src/detect_pkg/
chmod u+x bin/hello
cd ~/catkin_ws
. devel/setup.bash

# run it!!
roslaunch zed_wrapper zed.launch
# open a new terminal
rosrun new_detect hello

# check ROS Node statues
# open a new terminal
rostopic echo -p /new_obj_info

Performance

GTX GFORCE 1070: 7FPS

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