SuperKuooo / ROS_human_detection

Human detection model that runs on ROS

ROS_human_detection

Human detection model that runs on ROS

This is a human detection mode that uses Intel RealSense D435 Camera and ROS Kinetic/Melodic. This is still a work in progress and I am continuously updating. If you have any questions or suggestions, please do not hesistate to contact me. I will answer your questions to the best of my ability :D

Jerry Kuo: [e-mail]

How This Model Works

The basic pipeline looks like this.

RGB Image -> Object Detection -> 2D Bounding Box -> Use ROI to Parse Depth Image ->
Filter Depth Info -> Get 3D Coordinates -> Show the Human Model on PointCloud

I am using tensorflow's object detection module for getting the 2D bounding box. I might consider to switch over to YOLO, PyTorch. We will see lol.

Aside from that, everything else is hard-coded. What each function does should be pretty self-explanatory.

Installing The Workspace

If you are using/ plan to use the D435 RGBD Camera, visit the GitHub page of Intel RealSense-ROS for full RealSense Camera installation on ROS. Also keep in mind that the model runs on Python 2. Because ros kinetic was designed more for Python 2. Transferring over to Python 3 is definitely on my list of todo, but just not my priority.

Ok. Now we can start installing the workspace.

First start by initializing a workspace

mkdir -p ~/catkin_workspace/src
cd catkin_workspace/src

Pull the repository and catkin_make

git clone https://github.com/SuperKuooo/ROS_human_detection.git
cd ..
catkin_make
source ./devel/setup.bash

Then you are good to go! Open three terminal and run the three following commands.

roslaunch realsense2_camera rs_rgbd.laucnh
rosrun human_detection webcam.py
rosrun get_obj_dist object_to_distance.py

Sample Data Files

Below are some links to example files. These bag files are too big for GitHub so I put them on Google Drive. Download them as you wish. Here are the types and the message topics. I recorded them with Intel RealSense D435 Camera at 60 fps (I think).

types:       sensor_msgs/Image       [060021388200f6f0f447d0fcd9c64743]
             sensor_msgs/PointCloud2 [1158d486dd51d683ce2f1be655c3c181]
topics:      /camera/color/image_raw           534 msgs    : sensor_msgs/Image      
             /camera/depth/image_rect_raw      534 msgs    : sensor_msgs/Image      
             /camera/depth_registered/points   525 msgs    : sensor_msgs/PointCloud2

1. Indoor settings

• Will update as I go. File is so big lol

2. Outdoor settings

• Same as above