I get an image from kinect using the ROS /camera/depth/image topic. This image encoding type is TYPE_32FC1. But I can't use this image. I want to do a background subtraction but I have an error as shown below:
terminate called after throwing an instance of 'cv::Exception' what():/build/buildd/opencv-.4.8+dfsg1/modules/video/src/bgfg_gaussmix.cpp:117 :
error: (-215) CV_MAT_DEPTH(frameType) == CV_8U in function initialize
The code is shown below:
class ImageConverter
{
//convert image pointer
cv_bridge::CvImagePtr cv_ptr;
//to get ros node
ros::NodeHandle nh_;
image_transport::ImageTransport it_;
image_transport::Subscriber image_sub_;
//for back_sub
//global variables
Mat frame; //current frame
Mat fgMaskMOG; //fg mask generated by MOG method
Ptr<BackgroundSubtractor> pMOG; //MOG Background subtractor
public:
ImageConverter(): it_(nh_)
{
//using ros subscribe node to get dept image
image_sub_ = it_.subscribe("camera/depth/image", 1, &ImageConverter::imageCb, this);
//create MOG object
pMOG= new BackgroundSubtractorMOG(); //MOG approach
}
void imageCb(const sensor_msgs::ImageConstPtr& msg)
{
//convert depth data to opencv
cv_ptr = cv_bridge::toCvCopy(msg, sensor_msgs::image_encodings::TYPE_32FC1);
processVideo();
cv::waitKey(3);
}
void processVideo()
{
//showing depth image
imshow("Image", cv_ptr->image);
//using MOG function to subtract image
pMOG->operator()(cv_ptr->image, fgMaskMOG);
//showing background suntraction image
imshow("Image2", fgMaskMOG);
}
};
//test
int main(int argc, char** argv)
{
ros::init(argc, argv, "subtract_node");
ImageConverter ic;
ros::spin();
return 0;
}
Thanks!
you will have to convert the image to single channel uchar before feeding it to BackgroundSubtractorMOG: