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gaussianconvolutionpoint-cloud-librarykernel-density

PCL Gaussian Kernal example


I need help in applying a Gaussian Kernel on my points cloud to smooth the cloud.

I could not figure out how I should write the code and I could not find any plain examples.

Update:

I am using Point Cloud Library (pcl):

pcl::io::loadPCDFile ("/home/..../2240.pcd", *raw_cloud);
Eigen::VectorXf horizontal;
//Set up the Gaussian Kernel
pcl::GaussianKernel<pcl::PointXYZRGB> gaussianKernel;
gaussianKernel.compute(5,horizontal,40);

pcl::filters::Convolution<pcl::PointXYZRGB> conv;
conv.setInputCloud(raw_cloud);
conv.setKernel(horizontal);

This is the code, it is not complete and I am not sure what if the approach is right?

anyone have an idea about this?


Solution

  • I found the right way to make a Gaussian Smoothing via PCL:

    pcl::PointCloud<pcl::PointXYZRGB>::Ptr inputCloud,cloud;
    pcl::filters::Convolution<pcl::PointXYZRGB, pcl::PointXYZRGB>  convolution;
    Eigen::ArrayXf gaussian_kernel(5);
    gaussian_kernel << 1.f/16, 1.f/4, 3.f/8, 1.f/4, 1.f/16;
    convolution.setBordersPolicy(
                    pcl::filters::Convolution<pcl::PointXYZRGB, pcl::PointXYZRGB>::BORDERS_POLICY_IGNORE);
    convolution.setDistanceThreshold (static_cast<float> (0.1));
    convolution.setInputCloud (inputCloud);
    convolution.setKernel (gaussian_kernel);
    convolution.convolve(*cloud);
    

    Hope it would help anyone in his work :)