/* * Software License Agreement (BSD License) * * Point Cloud Library (PCL) - www.pointclouds.org * Copyright (c) 2012-, Open Perception, Inc. * * All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above * copyright notice, this list of conditions and the following * disclaimer in the documentation and/or other materials provided * with the distribution. * * Neither the name of the copyright holder(s) nor the names of its * contributors may be used to endorse or promote products derived * from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE * POSSIBILITY OF SUCH DAMAGE. * */ #pragma once #include namespace pcl { template void kernel::fetchKernel(pcl::PointCloud& kernel) { switch (kernel_type_) { case SOBEL_X: sobelKernelX(kernel); break; case SOBEL_Y: sobelKernelY(kernel); break; case PREWITT_X: prewittKernelX(kernel); break; case PREWITT_Y: prewittKernelY(kernel); break; case ROBERTS_X: robertsKernelX(kernel); break; case ROBERTS_Y: robertsKernelY(kernel); break; case LOG: loGKernel(kernel); break; case DERIVATIVE_CENTRAL_X: derivativeXCentralKernel(kernel); break; case DERIVATIVE_FORWARD_X: derivativeXForwardKernel(kernel); break; case DERIVATIVE_BACKWARD_X: derivativeXBackwardKernel(kernel); break; case DERIVATIVE_CENTRAL_Y: derivativeYCentralKernel(kernel); break; case DERIVATIVE_FORWARD_Y: derivativeYForwardKernel(kernel); break; case DERIVATIVE_BACKWARD_Y: derivativeYBackwardKernel(kernel); break; case GAUSSIAN: gaussianKernel(kernel); break; } } template void kernel::gaussianKernel(pcl::PointCloud& kernel) { float sum = 0; kernel.resize(kernel_size_ * kernel_size_); kernel.height = kernel_size_; kernel.width = kernel_size_; double sigma_sqr = 2 * sigma_ * sigma_; for (int i = 0; i < kernel_size_; i++) { for (int j = 0; j < kernel_size_; j++) { int iks = (i - kernel_size_ / 2); int jks = (j - kernel_size_ / 2); kernel(j, i).intensity = std::exp(float(-double(iks * iks + jks * jks) / sigma_sqr)); sum += float(kernel(j, i).intensity); } } // Normalizing the kernel for (std::size_t i = 0; i < kernel.size(); ++i) kernel[i].intensity /= sum; } template void kernel::loGKernel(pcl::PointCloud& kernel) { float sum = 0; kernel.resize(kernel_size_ * kernel_size_); kernel.height = kernel_size_; kernel.width = kernel_size_; double sigma_sqr = 2 * sigma_ * sigma_; for (int i = 0; i < kernel_size_; i++) { for (int j = 0; j < kernel_size_; j++) { int iks = (i - kernel_size_ / 2); int jks = (j - kernel_size_ / 2); float temp = float(double(iks * iks + jks * jks) / sigma_sqr); kernel(j, i).intensity = (1.0f - temp) * std::exp(-temp); sum += kernel(j, i).intensity; } } // Normalizing the kernel for (std::size_t i = 0; i < kernel.size(); ++i) kernel[i].intensity /= sum; } template void kernel::sobelKernelX(pcl::PointCloud& kernel) { kernel.resize(9); kernel.height = 3; kernel.width = 3; kernel(0, 0).intensity = -1; kernel(1, 0).intensity = 0; kernel(2, 0).intensity = 1; kernel(0, 1).intensity = -2; kernel(1, 1).intensity = 0; kernel(2, 1).intensity = 2; kernel(0, 2).intensity = -1; kernel(1, 2).intensity = 0; kernel(2, 2).intensity = 1; } template void kernel::prewittKernelX(pcl::PointCloud& kernel) { kernel.resize(9); kernel.height = 3; kernel.width = 3; kernel(0, 0).intensity = -1; kernel(1, 0).intensity = 0; kernel(2, 0).intensity = 1; kernel(0, 1).intensity = -1; kernel(1, 1).intensity = 0; kernel(2, 1).intensity = 1; kernel(0, 2).intensity = -1; kernel(1, 2).intensity = 0; kernel(2, 2).intensity = 1; } template void kernel::robertsKernelX(pcl::PointCloud& kernel) { kernel.resize(4); kernel.height = 2; kernel.width = 2; kernel(0, 0).intensity = 1; kernel(1, 0).intensity = 0; kernel(0, 1).intensity = 0; kernel(1, 1).intensity = -1; } template void kernel::sobelKernelY(pcl::PointCloud& kernel) { kernel.resize(9); kernel.height = 3; kernel.width = 3; kernel(0, 0).intensity = -1; kernel(1, 0).intensity = -2; kernel(2, 0).intensity = -1; kernel(0, 1).intensity = 0; kernel(1, 1).intensity = 0; kernel(2, 1).intensity = 0; kernel(0, 2).intensity = 1; kernel(1, 2).intensity = 2; kernel(2, 2).intensity = 1; } template void kernel::prewittKernelY(pcl::PointCloud& kernel) { kernel.resize(9); kernel.height = 3; kernel.width = 3; kernel(0, 0).intensity = 1; kernel(1, 0).intensity = 1; kernel(2, 0).intensity = 1; kernel(0, 1).intensity = 0; kernel(1, 1).intensity = 0; kernel(2, 1).intensity = 0; kernel(0, 2).intensity = -1; kernel(1, 2).intensity = -1; kernel(2, 2).intensity = -1; } template void kernel::robertsKernelY(pcl::PointCloud& kernel) { kernel.resize(4); kernel.height = 2; kernel.width = 2; kernel(0, 0).intensity = 0; kernel(1, 0).intensity = 1; kernel(0, 1).intensity = -1; kernel(1, 1).intensity = 0; } template void kernel::derivativeXCentralKernel(pcl::PointCloud& kernel) { kernel.resize(3); kernel.height = 1; kernel.width = 3; kernel(0, 0).intensity = -1; kernel(1, 0).intensity = 0; kernel(2, 0).intensity = 1; } template void kernel::derivativeXForwardKernel(pcl::PointCloud& kernel) { kernel.resize(3); kernel.height = 1; kernel.width = 3; kernel(0, 0).intensity = 0; kernel(1, 0).intensity = -1; kernel(2, 0).intensity = 1; } template void kernel::derivativeXBackwardKernel(pcl::PointCloud& kernel) { kernel.resize(3); kernel.height = 1; kernel.width = 3; kernel(0, 0).intensity = -1; kernel(1, 0).intensity = 1; kernel(2, 0).intensity = 0; } template void kernel::derivativeYCentralKernel(pcl::PointCloud& kernel) { kernel.resize(3); kernel.height = 3; kernel.width = 1; kernel(0, 0).intensity = -1; kernel(0, 1).intensity = 0; kernel(0, 2).intensity = 1; } template void kernel::derivativeYForwardKernel(pcl::PointCloud& kernel) { kernel.resize(3); kernel.height = 3; kernel.width = 1; kernel(0, 0).intensity = 0; kernel(0, 1).intensity = -1; kernel(0, 2).intensity = 1; } template void kernel::derivativeYBackwardKernel(pcl::PointCloud& kernel) { kernel.resize(3); kernel.height = 3; kernel.width = 1; kernel(0, 0).intensity = -1; kernel(0, 1).intensity = 1; kernel(0, 2).intensity = 0; } template void kernel::setKernelType(KERNEL_ENUM kernel_type) { kernel_type_ = kernel_type; } template void kernel::setKernelSize(int kernel_size) { kernel_size_ = kernel_size; } template void kernel::setKernelSigma(float kernel_sigma) { sigma_ = kernel_sigma; } } // namespace pcl