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/*
* Software License Agreement (BSD License)
*
* Point Cloud Library (PCL) - www.pointclouds.org
* Copyright (c) 2010-2012, 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 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
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* 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;
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* 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 <pcl/memory.h>
#include <pcl/pcl_macros.h>
#include <pcl/common/angles.h>
#include <pcl/segmentation/comparator.h>
namespace pcl
{
/** \brief GroundPlaneComparator is a Comparator for detecting smooth surfaces suitable for driving.
* In conjunction with OrganizedConnectedComponentSegmentation, this allows smooth groundplanes / road surfaces to be segmented from point clouds.
*
* \author Alex Trevor
*/
template<typename PointT, typename PointNT>
class GroundPlaneComparator: public Comparator<PointT>
{
public:
using PointCloud = typename Comparator<PointT>::PointCloud;
using PointCloudConstPtr = typename Comparator<PointT>::PointCloudConstPtr;
using PointCloudN = pcl::PointCloud<PointNT>;
using PointCloudNPtr = typename PointCloudN::Ptr;
using PointCloudNConstPtr = typename PointCloudN::ConstPtr;
using Ptr = shared_ptr<GroundPlaneComparator<PointT, PointNT> >;
using ConstPtr = shared_ptr<const GroundPlaneComparator<PointT, PointNT> >;
using pcl::Comparator<PointT>::input_;
/** \brief Empty constructor for GroundPlaneComparator. */
GroundPlaneComparator ()
: normals_ ()
, angular_threshold_ (std::cos (pcl::deg2rad (2.0f)))
, road_angular_threshold_ ( std::cos(pcl::deg2rad (10.0f)))
, distance_threshold_ (0.1f)
, depth_dependent_ (true)
, z_axis_ (Eigen::Vector3f (0.0, 0.0, 1.0) )
, desired_road_axis_ (Eigen::Vector3f(0.0, -1.0, 0.0))
{
}
/** \brief Constructor for GroundPlaneComparator.
* \param[in] plane_coeff_d a reference to a vector of d coefficients of plane equations. Must be the same size as the input cloud and input normals. a, b, and c coefficients are in the input normals.
*/
GroundPlaneComparator (shared_ptr<std::vector<float> >& plane_coeff_d)
: normals_ ()
, plane_coeff_d_ (plane_coeff_d)
, angular_threshold_ (std::cos (pcl::deg2rad (3.0f)))
, distance_threshold_ (0.1f)
, depth_dependent_ (true)
, z_axis_ (Eigen::Vector3f (0.0f, 0.0f, 1.0f))
, road_angular_threshold_ ( std::cos(pcl::deg2rad (40.0f)))
, desired_road_axis_ (Eigen::Vector3f(0.0, -1.0, 0.0))
{
}
/** \brief Destructor for GroundPlaneComparator. */
~GroundPlaneComparator ()
{
}
/** \brief Provide the input cloud.
* \param[in] cloud the input point cloud.
*/
void
setInputCloud (const PointCloudConstPtr& cloud) override
{
input_ = cloud;
}
/** \brief Provide a pointer to the input normals.
* \param[in] normals the input normal cloud.
*/
inline void
setInputNormals (const PointCloudNConstPtr &normals)
{
normals_ = normals;
}
/** \brief Get the input normals. */
inline PointCloudNConstPtr
getInputNormals () const
{
return (normals_);
}
/** \brief Provide a pointer to a vector of the d-coefficient of the planes' hessian normal form. a, b, and c are provided by the normal cloud.
* \param[in] plane_coeff_d a pointer to the plane coefficients.
*/
void
setPlaneCoeffD (shared_ptr<std::vector<float> >& plane_coeff_d)
{
plane_coeff_d_ = plane_coeff_d;
}
/** \brief Provide a pointer to a vector of the d-coefficient of the planes' hessian normal form. a, b, and c are provided by the normal cloud.
* \param[in] plane_coeff_d a pointer to the plane coefficients.
*/
void
setPlaneCoeffD (std::vector<float>& plane_coeff_d)
{
plane_coeff_d_ = pcl::make_shared<std::vector<float> >(plane_coeff_d);
}
/** \brief Get a pointer to the vector of the d-coefficient of the planes' hessian normal form. */
const std::vector<float>&
getPlaneCoeffD () const
{
return (*plane_coeff_d_);
}
/** \brief Set the tolerance in radians for difference in normal direction between neighboring points, to be considered part of the same plane.
* \param[in] angular_threshold the tolerance in radians
*/
virtual void
setAngularThreshold (float angular_threshold)
{
angular_threshold_ = std::cos (angular_threshold);
}
/** \brief Set the tolerance in radians for difference in normal direction between a point and the expected ground normal.
* \param[in] angular_threshold the
*/
virtual void
setGroundAngularThreshold (float angular_threshold)
{
road_angular_threshold_ = std::cos (angular_threshold);
}
/** \brief Set the expected ground plane normal with respect to the sensor. Pixels labeled as ground must be within ground_angular_threshold radians of this normal to be labeled as ground.
* \param[in] normal The normal direction of the expected ground plane.
*/
void
setExpectedGroundNormal (Eigen::Vector3f normal)
{
desired_road_axis_ = normal;
}
/** \brief Get the angular threshold in radians for difference in normal direction between neighboring points, to be considered part of the same plane. */
inline float
getAngularThreshold () const
{
return (std::acos (angular_threshold_) );
}
/** \brief Set the tolerance in meters for difference in perpendicular distance (d component of plane equation) to the plane between neighboring points, to be considered part of the same plane.
* \param[in] distance_threshold the tolerance in meters (at 1m)
* \param[in] depth_dependent whether to scale the threshold based on range from the sensor (default: false)
*/
void
setDistanceThreshold (float distance_threshold,
bool depth_dependent = false)
{
distance_threshold_ = distance_threshold;
depth_dependent_ = depth_dependent;
}
/** \brief Get the distance threshold in meters (d component of plane equation) between neighboring points, to be considered part of the same plane. */
inline float
getDistanceThreshold () const
{
return distance_threshold_;
}
/** \brief Compare points at two indices by their plane equations. True if the angle between the normals is less than the angular threshold,
* and the difference between the d component of the normals is less than distance threshold, else false
* \param idx1 The first index for the comparison
* \param idx2 The second index for the comparison
*/
bool
compare (int idx1, int idx2) const override
{
// Normal must be similar to neighbor
// Normal must be similar to expected normal
float threshold = distance_threshold_;
if (depth_dependent_)
{
Eigen::Vector3f vec = (*input_)[idx1].getVector3fMap ();
float z = vec.dot (z_axis_);
threshold *= z * z;
}
return ( ((*normals_)[idx1].getNormalVector3fMap ().dot (desired_road_axis_) > road_angular_threshold_) &&
((*normals_)[idx1].getNormalVector3fMap ().dot ((*normals_)[idx2].getNormalVector3fMap () ) > angular_threshold_ ));
// Euclidean proximity of neighbors does not seem to be required -- pixel adjacency handles this well enough
//return ( ((*normals_)[idx1].getNormalVector3fMap ().dot (desired_road_axis_) > road_angular_threshold_) &&
// ((*normals_)[idx1].getNormalVector3fMap ().dot ((*normals_)[idx2].getNormalVector3fMap () ) > angular_threshold_ ) &&
// (pcl::euclideanDistance ((*input_)[idx1], (*input_)[idx2]) < distance_threshold_ ));
}
protected:
PointCloudNConstPtr normals_;
shared_ptr<std::vector<float> > plane_coeff_d_;
float angular_threshold_;
float road_angular_threshold_;
float distance_threshold_;
bool depth_dependent_;
Eigen::Vector3f z_axis_;
Eigen::Vector3f desired_road_axis_;
public:
PCL_MAKE_ALIGNED_OPERATOR_NEW
};
}