159 lines
6.3 KiB
C
159 lines
6.3 KiB
C
|
|
/*
|
||
|
|
* Software License Agreement (BSD License)
|
||
|
|
*
|
||
|
|
* Point Cloud Library (PCL) - www.pointclouds.org
|
||
|
|
* Copyright (c) 2009-2012, Willow Garage, 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 Willow Garage, Inc. 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.
|
||
|
|
*
|
||
|
|
* $Id$
|
||
|
|
*
|
||
|
|
*/
|
||
|
|
|
||
|
|
#pragma once
|
||
|
|
|
||
|
|
#include <pcl/memory.h>
|
||
|
|
#include <pcl/pcl_macros.h>
|
||
|
|
#include <pcl/surface/processing.h>
|
||
|
|
|
||
|
|
namespace pcl
|
||
|
|
{
|
||
|
|
|
||
|
|
/** \brief Bilateral filtering implementation, based on the following paper:
|
||
|
|
* * Kopf, Johannes and Cohen, Michael F. and Lischinski, Dani and Uyttendaele, Matt - Joint Bilateral Upsampling,
|
||
|
|
* * ACM Transactions in Graphics, July 2007
|
||
|
|
*
|
||
|
|
* Takes in a colored organized point cloud (i.e. PointXYZRGB or PointXYZRGBA), that might contain nan values for the
|
||
|
|
* depth information, and it will return an upsampled version of this cloud, based on the formula:
|
||
|
|
* \f[
|
||
|
|
* \tilde{S}_p = \frac{1}{k_p} \sum_{q_d \in \Omega} {S_{q_d} f(||p_d - q_d|| g(||\tilde{I}_p-\tilde{I}_q||})
|
||
|
|
* \f]
|
||
|
|
*
|
||
|
|
* where S is the depth image, I is the RGB image and f and g are Gaussian functions centered at 0 and with
|
||
|
|
* standard deviations \f$\sigma_{color}\f$ and \f$\sigma_{depth}\f$
|
||
|
|
*/
|
||
|
|
template <typename PointInT, typename PointOutT>
|
||
|
|
class BilateralUpsampling: public CloudSurfaceProcessing<PointInT, PointOutT>
|
||
|
|
{
|
||
|
|
public:
|
||
|
|
typedef shared_ptr<BilateralUpsampling<PointInT, PointOutT> > Ptr;
|
||
|
|
typedef shared_ptr<const BilateralUpsampling<PointInT, PointOutT> > ConstPtr;
|
||
|
|
|
||
|
|
using PCLBase<PointInT>::input_;
|
||
|
|
using PCLBase<PointInT>::indices_;
|
||
|
|
using PCLBase<PointInT>::initCompute;
|
||
|
|
using PCLBase<PointInT>::deinitCompute;
|
||
|
|
using CloudSurfaceProcessing<PointInT, PointOutT>::process;
|
||
|
|
|
||
|
|
using PointCloudOut = pcl::PointCloud<PointOutT>;
|
||
|
|
|
||
|
|
Eigen::Matrix3f KinectVGAProjectionMatrix, KinectSXGAProjectionMatrix;
|
||
|
|
|
||
|
|
/** \brief Constructor. */
|
||
|
|
BilateralUpsampling ()
|
||
|
|
: window_size_ (5)
|
||
|
|
, sigma_color_ (15.0f)
|
||
|
|
, sigma_depth_ (0.5f)
|
||
|
|
{
|
||
|
|
KinectVGAProjectionMatrix << 525.0f, 0.0f, 320.0f,
|
||
|
|
0.0f, 525.0f, 240.0f,
|
||
|
|
0.0f, 0.0f, 1.0f;
|
||
|
|
KinectSXGAProjectionMatrix << 1050.0f, 0.0f, 640.0f,
|
||
|
|
0.0f, 1050.0f, 480.0f,
|
||
|
|
0.0f, 0.0f, 1.0f;
|
||
|
|
};
|
||
|
|
|
||
|
|
/** \brief Method that sets the window size for the filter
|
||
|
|
* \param[in] window_size the given window size
|
||
|
|
*/
|
||
|
|
inline void
|
||
|
|
setWindowSize (int window_size) { window_size_ = window_size; }
|
||
|
|
|
||
|
|
/** \brief Returns the filter window size */
|
||
|
|
inline int
|
||
|
|
getWindowSize () const { return (window_size_); }
|
||
|
|
|
||
|
|
/** \brief Method that sets the sigma color parameter
|
||
|
|
* \param[in] sigma_color the new value to be set
|
||
|
|
*/
|
||
|
|
inline void
|
||
|
|
setSigmaColor (const float &sigma_color) { sigma_color_ = sigma_color; }
|
||
|
|
|
||
|
|
/** \brief Returns the current sigma color value */
|
||
|
|
inline float
|
||
|
|
getSigmaColor () const { return (sigma_color_); }
|
||
|
|
|
||
|
|
/** \brief Method that sets the sigma depth parameter
|
||
|
|
* \param[in] sigma_depth the new value to be set
|
||
|
|
*/
|
||
|
|
inline void
|
||
|
|
setSigmaDepth (const float &sigma_depth) { sigma_depth_ = sigma_depth; }
|
||
|
|
|
||
|
|
/** \brief Returns the current sigma depth value */
|
||
|
|
inline float
|
||
|
|
getSigmaDepth () const { return (sigma_depth_); }
|
||
|
|
|
||
|
|
/** \brief Method that sets the projection matrix to be used when unprojecting the points in the depth image
|
||
|
|
* back to (x,y,z) positions.
|
||
|
|
* \note There are 2 matrices already set in the class, used for the 2 modes available for the Kinect. They
|
||
|
|
* are tuned to be the same as the ones in the OpenNiGrabber
|
||
|
|
* \param[in] projection_matrix the new projection matrix to be set */
|
||
|
|
inline void
|
||
|
|
setProjectionMatrix (const Eigen::Matrix3f &projection_matrix) { projection_matrix_ = projection_matrix; }
|
||
|
|
|
||
|
|
/** \brief Returns the current projection matrix */
|
||
|
|
inline Eigen::Matrix3f
|
||
|
|
getProjectionMatrix () const { return (projection_matrix_); }
|
||
|
|
|
||
|
|
/** \brief Method that does the actual processing on the input cloud.
|
||
|
|
* \param[out] output the container of the resulting upsampled cloud */
|
||
|
|
void
|
||
|
|
process (pcl::PointCloud<PointOutT> &output) override;
|
||
|
|
|
||
|
|
protected:
|
||
|
|
void
|
||
|
|
performProcessing (pcl::PointCloud<PointOutT> &output) override;
|
||
|
|
|
||
|
|
/** \brief Computes the distance for depth and RGB.
|
||
|
|
* \param[out] val_exp_depth distance values for depth
|
||
|
|
* \param[out] val_exp_rgb distance values for RGB */
|
||
|
|
void
|
||
|
|
computeDistances (Eigen::MatrixXf &val_exp_depth, Eigen::VectorXf &val_exp_rgb);
|
||
|
|
|
||
|
|
private:
|
||
|
|
int window_size_;
|
||
|
|
float sigma_color_, sigma_depth_;
|
||
|
|
Eigen::Matrix3f projection_matrix_, unprojection_matrix_;
|
||
|
|
|
||
|
|
public:
|
||
|
|
PCL_MAKE_ALIGNED_OPERATOR_NEW
|
||
|
|
};
|
||
|
|
}
|