python-3.xopencvcamerarosslam

ROS ORB_SLAM2 /orb_slam2_mono/debug_image is blank even if camera works


I want to get mapping to work using a Picamera. I have a Raspberry Pi running a cv_camera_node and an Ubuntu 20.04.1 running roscore, as well as, slam and rviz. I have OpenCV 4.2.0 and installed the following version of orb-slam2: https://github.com/appliedAI-Initiative/orb_slam_2_ros. I am running ROS Noetic. I have wrote the following launch file for slam:

<launch>
  <node name="orb_slam2_mono" pkg="orb_slam2_ros"
  
      type="orb_slam2_ros_mono" output="screen">
      
       <param name="publish_pointcloud" type="bool" value="true" />
       <param name="publish_pose" type="bool" value="true" />
       <param name="localize_only" type="bool" value="false" />
       <param name="reset_map" type="bool" value="true" />
       
<!-- static parameters -->

       <param name="load_map" type="bool" value="false" />
       <param name="map_file" type="string" value="map.bin" />
       <param name="voc_file" type="string" value="/home/dragonros/catkin_ws/src/orb_slam_2_ros/orb_slam2/Vocabulary/ORBvoc.txt" />
       <param name="pointcloud_frame_id" type="string" value="map" />
       <param name="camera_frame_id" type="string" value="camera_link" />
       <param name="min_num_kf_in_map" type="int" value="5" />
       
<!-- ORB parameters -->

       <param name="/ORBextractor/nFeatures" type="int" value="2000" />
       <param name="/ORBextractor/scaleFactor" type="double" value="1.2" />
       <param name="/ORBextractor/nLevels" type="int" value="8" />
       <param name="/ORBextractor/iniThFAST" type="int" value="20" />
       <param name="/ORBextractor/minThFAST" type="int" value="7" /> 
       
       <!-- Camera parameters -->
       <!-- Camera frames per second -->
       
       <param name="camera_fps" type="int" value="30" />
       <!-- Color order of the images (0: BGR, 1: RGB. It is ignored if images are grayscale) -->
       <param name="camera_rgb_encoding" type="bool" value="true" />
        <!--If the node should wait for a camera_info topic to take the camera calibration data-->
       <param name="load_calibration_from_cam" type="bool" value="false" />
       
       <!-- Camera calibration and distortion parameters (OpenCV) -->
      <param name="camera_fx" type="double" value="615.546" />
      <param name="camera_fy" type="double" value="631.457" />
      <param name="camera_cx" type="double" value="354.361" />
      <param name="camera_cy" type="double" value="232.799" />
       <!-- Camera calibration and distortion parameters (OpenCV) -->
      <param name="camera_k1" type="double" value="0.0" />
      <param name="camera_k2" type="double" value="0.0" />
      <param name="camera_p1" type="double" value="0.0" />
      <param name="camera_p2" type="double" value="1.0" />
</node>
</launch>

Then I run another custom catkin package that has the following python script:

#!/usr/bin/env python
import rospy
import cv2
from cv_bridge import CvBridge
from sensor_msgs.msg import Image
bridge = CvBridge()
def callback(data):
    frame = bridge.imgmsg_to_cv2(data, "bgr8")
    cv2.imshow('Video Feed', frame)
    cv2.waitKey(1)
    rospy.loginfo('Image feed received!')
def listener():
    rospy.init_node('vid_rec')
    #first parameter is the topic you want to subcribe sensor_msgs/Image from
    rospy.Subscriber('/orb_slam2_mono/debug_image', Image, callback) 
    rospy.spin()
if __name__ == '__main__':
    listener()

I am supposed to see a camera feed with all the points slam detects. But the /orb_slam2_mono/debug_image has no data. I confirmed that by running rostopic echo /orb_slam2_mono/debug_image. I know that there is a camera feed because both rviz and rqt_image_viewer can display images coming off of /cv_camera/image_raw. I have thoroughly followed this guide: https://medium.com/@mhamdaan/implementing-orb-slam-on-ubuntu-18-04-ros-melodic-606e668deffa. What is the problem and how can I fix it?


Solution

  • Maybe your camera isn't getting picked up. You are using cv_camera_node meaning that the default topic will be cv_camera but orb_slam2 requires just camera. To solve this, go into the cv_camera_node.cpp which will look like this:

    // Copyright [2015] Takashi Ogura<t.ogura@gmail.com>
    
    #include "cv_camera/driver.h"
    
    int main(int argc, char **argv)
    {
      ros::init(argc, argv, "cv_camera");
      ros::NodeHandle private_node("~");
      cv_camera::Driver driver(private_node, private_node);
    
      try
      {
        driver.setup();
        while (ros::ok())
        {
          driver.proceed();
          ros::spinOnce();
        }
      }
      catch (cv_camera::DeviceError &e)
      {
        ROS_ERROR_STREAM("cv camera open failed: " << e.what());
        return 1;
      }
    
      return 0;
    }
    

    You will have to change the line that says ros::init(argc, argv, "cv_camera"); into this ros::init(argc, argv, "camera");. Rerun everything and it should work.