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voxel_grid.h
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00039 
00040 #ifndef PCL_FILTERS_VOXEL_GRID_MAP_H_
00041 #define PCL_FILTERS_VOXEL_GRID_MAP_H_
00042 
00043 #include "pcl/filters/filter.h"
00044 #include <map>
00045 #include <boost/unordered_map.hpp>
00046 #include <boost/fusion/sequence/intrinsic/at_key.hpp>
00047 
00048 namespace pcl
00049 {
00058   PCL_EXPORTS void 
00059   getMinMax3D (const sensor_msgs::PointCloud2ConstPtr &cloud, int x_idx, int y_idx, int z_idx, 
00060                Eigen::Vector4f &min_pt, Eigen::Vector4f &max_pt);
00061 
00076   PCL_EXPORTS void 
00077   getMinMax3D (const sensor_msgs::PointCloud2ConstPtr &cloud, int x_idx, int y_idx, int z_idx, 
00078                const std::string &distance_field_name, float min_distance, float max_distance, 
00079                Eigen::Vector4f &min_pt, Eigen::Vector4f &max_pt, bool limit_negative = false);
00080 
00085   inline Eigen::MatrixXi
00086   getHalfNeighborCellIndices ()
00087   {
00088     Eigen::MatrixXi relative_coordinates (3, 13);
00089     int idx = 0;
00090 
00091     // 0 - 8
00092     for (int i = -1; i < 2; i++) 
00093     {
00094       for (int j = -1; j < 2; j++) 
00095       {
00096         relative_coordinates (0, idx) = i;
00097         relative_coordinates (1, idx) = j;
00098         relative_coordinates (2, idx) = -1;
00099         idx++;
00100       }
00101     }
00102     // 9 - 11
00103     for (int i = -1; i < 2; i++) 
00104     {
00105       relative_coordinates (0, idx) = i;
00106       relative_coordinates (1, idx) = -1;
00107       relative_coordinates (2, idx) = 0;
00108       idx++;
00109     }
00110     // 12
00111     relative_coordinates (0, idx) = -1;
00112     relative_coordinates (1, idx) = 0;
00113     relative_coordinates (2, idx) = 0;
00114 
00115     return (relative_coordinates);
00116   }
00117 
00122   inline Eigen::MatrixXi
00123   getAllNeighborCellIndices ()
00124   {
00125     Eigen::MatrixXi relative_coordinates = getHalfNeighborCellIndices ();
00126     Eigen::MatrixXi relative_coordinates_all( 3, 26);
00127     relative_coordinates_all.block<3, 13> (0, 0) = relative_coordinates;
00128     relative_coordinates_all.block<3, 13> (0, 13) = -relative_coordinates;
00129     return (relative_coordinates_all);
00130   }
00131 
00143   template <typename PointT> void 
00144   getMinMax3D (const typename pcl::PointCloud<PointT>::ConstPtr &cloud, 
00145                const std::string &distance_field_name, float min_distance, float max_distance,
00146                Eigen::Vector4f &min_pt, Eigen::Vector4f &max_pt, bool limit_negative = false);
00147 
00160   template <typename PointT>
00161   class VoxelGrid: public Filter<PointT>
00162   {
00163     protected:
00164       using Filter<PointT>::filter_name_;
00165       using Filter<PointT>::getClassName;
00166       using Filter<PointT>::input_;
00167       using Filter<PointT>::indices_;
00168 
00169       typedef typename Filter<PointT>::PointCloud PointCloud;
00170       typedef typename PointCloud::Ptr PointCloudPtr;
00171       typedef typename PointCloud::ConstPtr PointCloudConstPtr;
00172 
00173     public:
00175       VoxelGrid () : 
00176         downsample_all_data_ (true), save_leaf_layout_ (false),
00177         filter_field_name_ (""), 
00178         filter_limit_min_ (-FLT_MAX), filter_limit_max_ (FLT_MAX),
00179         filter_limit_negative_ (false)
00180       {
00181         leaf_size_.setZero ();
00182         min_b_.setZero ();
00183         max_b_.setZero ();
00184         filter_name_ = "VoxelGrid";
00185       }
00186 
00188       virtual ~VoxelGrid ()
00189       {
00190       }
00191 
00195       inline void 
00196       setLeafSize (const Eigen::Vector4f &leaf_size) 
00197       { 
00198         leaf_size_ = leaf_size; 
00199         // Avoid division errors
00200         if (leaf_size_[3] == 0)
00201           leaf_size_[3] = 1;
00202         // Use multiplications instead of divisions
00203         inverse_leaf_size_ = Eigen::Array4f::Ones () / leaf_size_.array ();
00204       }
00205 
00211       inline void
00212       setLeafSize (float lx, float ly, float lz)
00213       {
00214         leaf_size_[0] = lx; leaf_size_[1] = ly; leaf_size_[2] = lz;
00215         // Avoid division errors
00216         if (leaf_size_[3] == 0)
00217           leaf_size_[3] = 1;
00218         // Use multiplications instead of divisions
00219         inverse_leaf_size_ = Eigen::Array4f::Ones () / leaf_size_.array ();
00220       }
00221 
00223       inline Eigen::Vector3f 
00224       getLeafSize () { return (leaf_size_.head<3> ()); }
00225 
00229       inline void 
00230       setDownsampleAllData (bool downsample) { downsample_all_data_ = downsample; }
00231 
00235       inline bool 
00236       getDownsampleAllData () { return (downsample_all_data_); }
00237 
00241       inline void 
00242       setSaveLeafLayout (bool save_leaf_layout) { save_leaf_layout_ = save_leaf_layout; }
00243 
00245       inline bool 
00246       getSaveLeafLayout () { return (save_leaf_layout_); }
00247 
00251       inline Eigen::Vector3i 
00252       getMinBoxCoordinates () { return (min_b_.head<3> ()); }
00253 
00257       inline Eigen::Vector3i 
00258       getMaxBoxCoordinates () { return (max_b_.head<3> ()); }
00259 
00263       inline Eigen::Vector3i 
00264       getNrDivisions () { return (div_b_.head<3> ()); }
00265 
00269       inline Eigen::Vector3i 
00270       getDivisionMultiplier () { return (divb_mul_.head<3> ()); }
00271 
00280       inline int 
00281       getCentroidIndex (const PointT &p)
00282       {
00283         return leaf_layout_.at ((Eigen::Vector4i (floor (p.x / leaf_size_[0]), floor (p.y / leaf_size_[1]), floor (p.z / leaf_size_[2]), 0) - min_b_).dot (divb_mul_));
00284       }
00285 
00292       inline std::vector<int> 
00293       getNeighborCentroidIndices (const PointT &reference_point, const Eigen::MatrixXi &relative_coordinates)
00294       {
00295         Eigen::Vector4i ijk (floor (reference_point.x / leaf_size_[0]), floor (reference_point.y / leaf_size_[1]), floor (reference_point.z / leaf_size_[2]), 0);
00296         Eigen::Array4i diff2min = min_b_ - ijk;
00297         Eigen::Array4i diff2max = max_b_ - ijk;
00298         std::vector<int> neighbors (relative_coordinates.cols());
00299         for (int ni = 0; ni < relative_coordinates.cols (); ni++)
00300         {
00301           Eigen::Vector4i displacement = (Eigen::Vector4i() << relative_coordinates.col(ni), 0).finished();
00302           // checking if the specified cell is in the grid
00303           if ((diff2min <= displacement.array()).all() && (diff2max >= displacement.array()).all())
00304             neighbors[ni] = leaf_layout_[((ijk + displacement - min_b_).dot (divb_mul_))]; // .at() can be omitted
00305           else
00306             neighbors[ni] = -1; // cell is out of bounds, consider it empty
00307         }
00308         return (neighbors);
00309       }
00310 
00314       inline std::vector<int> 
00315       getLeafLayout () { return (leaf_layout_); }
00316 
00322       inline Eigen::Vector3i 
00323       getGridCoordinates (float x, float y, float z) 
00324       { 
00325         return (Eigen::Vector3i (floor (x / leaf_size_[0]), floor (y / leaf_size_[1]), floor (z / leaf_size_[2]))); 
00326       }
00327 
00331       inline int 
00332       getCentroidIndexAt (const Eigen::Vector3i &ijk)
00333       {
00334         int idx = ((Eigen::Vector4i() << ijk, 0).finished() - min_b_).dot (divb_mul_);
00335         if (idx < 0 || idx >= (int)leaf_layout_.size ()) // this checks also if leaf_layout_.size () == 0 i.e. everything was computed as needed
00336         {
00337           //if (verbose)
00338           //  PCL_ERROR ("[pcl::%s::getCentroidIndexAt] Specified coordinate is outside grid bounds, or leaf layout is not saved, make sure to call setSaveLeafLayout(true) and filter(output) first!\n", getClassName ().c_str ());
00339           return (-1);
00340         }
00341         return (leaf_layout_[idx]);
00342       }
00343 
00348       inline void
00349       setFilterFieldName (const std::string &field_name)
00350       {
00351         filter_field_name_ = field_name;
00352       }
00353 
00355       inline std::string const
00356       getFilterFieldName ()
00357       {
00358         return (filter_field_name_);
00359       }
00360 
00365       inline void
00366       setFilterLimits (const double &limit_min, const double &limit_max)
00367       {
00368         filter_limit_min_ = limit_min;
00369         filter_limit_max_ = limit_max;
00370       }
00371 
00376       inline void
00377       getFilterLimits (double &limit_min, double &limit_max)
00378       {
00379         limit_min = filter_limit_min_;
00380         limit_max = filter_limit_max_;
00381       }
00382 
00387       inline void
00388       setFilterLimitsNegative (const bool limit_negative)
00389       {
00390         filter_limit_negative_ = limit_negative;
00391       }
00392 
00396       inline void
00397       getFilterLimitsNegative (bool &limit_negative)
00398       {
00399         limit_negative = filter_limit_negative_;
00400       }
00401 
00405       inline bool
00406       getFilterLimitsNegative ()
00407       {
00408         return (filter_limit_negative_);
00409       }
00410 
00411     protected:
00413       Eigen::Vector4f leaf_size_;
00414 
00416       Eigen::Array4f inverse_leaf_size_;
00417 
00419       bool downsample_all_data_;
00420 
00422       bool save_leaf_layout_;
00423 
00425       std::vector<int> leaf_layout_;
00426 
00428       Eigen::Vector4i min_b_, max_b_, div_b_, divb_mul_;
00429 
00431       std::string filter_field_name_;
00432 
00434       double filter_limit_min_;
00435 
00437       double filter_limit_max_;
00438 
00440       bool filter_limit_negative_;
00441 
00442       typedef typename pcl::traits::fieldList<PointT>::type FieldList;
00443 
00447       void 
00448       applyFilter (PointCloud &output);
00449   };
00450 
00463   template <>
00464   class PCL_EXPORTS VoxelGrid<sensor_msgs::PointCloud2> : public Filter<sensor_msgs::PointCloud2>
00465   {
00466     using Filter<sensor_msgs::PointCloud2>::filter_name_;
00467     using Filter<sensor_msgs::PointCloud2>::getClassName;
00468 
00469     typedef sensor_msgs::PointCloud2 PointCloud2;
00470     typedef PointCloud2::Ptr PointCloud2Ptr;
00471     typedef PointCloud2::ConstPtr PointCloud2ConstPtr;
00472 
00473     public:
00475       VoxelGrid () : 
00476         downsample_all_data_ (true), save_leaf_layout_ (false),
00477         filter_field_name_ (""), filter_limit_min_ (-FLT_MAX), filter_limit_max_ (FLT_MAX),
00478         filter_limit_negative_ (false)
00479       {
00480         leaf_size_.setZero ();
00481         min_b_.setZero ();
00482         max_b_.setZero ();
00483         filter_name_ = "VoxelGrid";
00484       }
00485 
00487       virtual ~VoxelGrid ()
00488       {
00489       }
00490 
00494       inline void 
00495       setLeafSize (const Eigen::Vector4f &leaf_size) 
00496       { 
00497         leaf_size_ = leaf_size; 
00498         // Avoid division errors
00499         if (leaf_size_[3] == 0)
00500           leaf_size_[3] = 1;
00501         // Use multiplications instead of divisions
00502         inverse_leaf_size_ = Eigen::Array4f::Ones () / leaf_size_.array ();
00503       }
00504 
00510       inline void
00511       setLeafSize (float lx, float ly, float lz)
00512       {
00513         leaf_size_[0] = lx; leaf_size_[1] = ly; leaf_size_[2] = lz;
00514         // Avoid division errors
00515         if (leaf_size_[3] == 0)
00516           leaf_size_[3] = 1;
00517         // Use multiplications instead of divisions
00518         inverse_leaf_size_ = Eigen::Array4f::Ones () / leaf_size_.array ();
00519       }
00520 
00522       inline Eigen::Vector3f 
00523       getLeafSize () { return (leaf_size_.head<3> ()); }
00524 
00528       inline void 
00529       setDownsampleAllData (bool downsample) { downsample_all_data_ = downsample; }
00530 
00534       inline bool 
00535       getDownsampleAllData () { return (downsample_all_data_); }
00536 
00540       inline void 
00541       setSaveLeafLayout (bool save_leaf_layout) { save_leaf_layout_ = save_leaf_layout; }
00542 
00544       inline bool 
00545       getSaveLeafLayout () { return (save_leaf_layout_); }
00546 
00550       inline Eigen::Vector3i 
00551       getMinBoxCoordinates () { return (min_b_.head<3> ()); }
00552 
00556       inline Eigen::Vector3i 
00557       getMaxBoxCoordinates () { return (max_b_.head<3> ()); }
00558 
00562       inline Eigen::Vector3i 
00563       getNrDivisions () { return (div_b_.head<3> ()); }
00564 
00568       inline Eigen::Vector3i 
00569       getDivisionMultiplier () { return (divb_mul_.head<3> ()); }
00570 
00578       inline int 
00579       getCentroidIndex (float x, float y, float z)
00580       {
00581         return (leaf_layout_.at ((Eigen::Vector4i ((int) floor (x / leaf_size_[0]), (int) floor (y / leaf_size_[1]), (int) floor (z / leaf_size_[2]), 0) - min_b_).dot (divb_mul_)));
00582       }
00583 
00592       inline std::vector<int> 
00593       getNeighborCentroidIndices (float x, float y, float z, const Eigen::MatrixXi &relative_coordinates)
00594       {
00595         Eigen::Vector4i ijk ((int) floor (x / leaf_size_[0]), (int) floor (y / leaf_size_[1]), (int) floor (z / leaf_size_[2]), 0);
00596         Eigen::Array4i diff2min = min_b_ - ijk;
00597         Eigen::Array4i diff2max = max_b_ - ijk;
00598         std::vector<int> neighbors (relative_coordinates.cols());
00599         for (int ni = 0; ni < relative_coordinates.cols (); ni++)
00600         {
00601           Eigen::Vector4i displacement = (Eigen::Vector4i() << relative_coordinates.col(ni), 0).finished();
00602           // checking if the specified cell is in the grid
00603           if ((diff2min <= displacement.array()).all() && (diff2max >= displacement.array()).all())
00604             neighbors[ni] = leaf_layout_[((ijk + displacement - min_b_).dot (divb_mul_))]; // .at() can be omitted
00605           else
00606             neighbors[ni] = -1; // cell is out of bounds, consider it empty
00607         }
00608         return (neighbors);
00609       }
00610       
00619       inline std::vector<int> 
00620       getNeighborCentroidIndices (float x, float y, float z, const std::vector<Eigen::Vector3i> &relative_coordinates)
00621       {
00622         Eigen::Vector4i ijk ((int) floor (x / leaf_size_[0]), (int) floor (y / leaf_size_[1]), (int) floor (z / leaf_size_[2]), 0);
00623         std::vector<int> neighbors;
00624         neighbors.reserve (relative_coordinates.size ());
00625         for (std::vector<Eigen::Vector3i>::const_iterator it = relative_coordinates.begin (); it != relative_coordinates.end (); it++)
00626           neighbors.push_back (leaf_layout_[(ijk + (Eigen::Vector4i() << *it, 0).finished() - min_b_).dot (divb_mul_)]);
00627         return (neighbors);
00628       }
00629 
00633       inline std::vector<int> 
00634       getLeafLayout () { return (leaf_layout_); }
00635 
00641       inline Eigen::Vector3i 
00642       getGridCoordinates (float x, float y, float z) 
00643       { 
00644         return (Eigen::Vector3i ((int) floor (x / leaf_size_[0]), (int) floor (y / leaf_size_[1]), (int) floor (z / leaf_size_[2]))); 
00645       }
00646 
00650       inline int 
00651       getCentroidIndexAt (const Eigen::Vector3i &ijk)
00652       {
00653         int idx = ((Eigen::Vector4i() << ijk, 0).finished() - min_b_).dot (divb_mul_);
00654         if (idx < 0 || idx >= (int)leaf_layout_.size ()) // this checks also if leaf_layout_.size () == 0 i.e. everything was computed as needed
00655         {
00656           //if (verbose)
00657           //  PCL_ERROR ("[pcl::%s::getCentroidIndexAt] Specified coordinate is outside grid bounds, or leaf layout is not saved, make sure to call setSaveLeafLayout(true) and filter(output) first!\n", getClassName ().c_str ());
00658           return (-1);
00659         }
00660         return (leaf_layout_[idx]);
00661       }
00662 
00667       inline void
00668       setFilterFieldName (const std::string &field_name)
00669       {
00670         filter_field_name_ = field_name;
00671       }
00672 
00674       inline std::string const
00675       getFilterFieldName ()
00676       {
00677         return (filter_field_name_);
00678       }
00679 
00684       inline void
00685       setFilterLimits (const double &limit_min, const double &limit_max)
00686       {
00687         filter_limit_min_ = limit_min;
00688         filter_limit_max_ = limit_max;
00689       }
00690 
00695       inline void
00696       getFilterLimits (double &limit_min, double &limit_max)
00697       {
00698         limit_min = filter_limit_min_;
00699         limit_max = filter_limit_max_;
00700       }
00701 
00706       inline void
00707       setFilterLimitsNegative (const bool limit_negative)
00708       {
00709         filter_limit_negative_ = limit_negative;
00710       }
00711 
00715       inline void
00716       getFilterLimitsNegative (bool &limit_negative)
00717       {
00718         limit_negative = filter_limit_negative_;
00719       }
00720 
00724       inline bool
00725       getFilterLimitsNegative ()
00726       {
00727         return (filter_limit_negative_);
00728       }
00729 
00730     protected:
00732       Eigen::Vector4f leaf_size_;
00733 
00735       Eigen::Array4f inverse_leaf_size_;
00736 
00738       bool downsample_all_data_;
00739 
00743       bool save_leaf_layout_;
00744 
00748       std::vector<int> leaf_layout_;
00749 
00753       Eigen::Vector4i min_b_, max_b_, div_b_, divb_mul_;
00754 
00756       std::string filter_field_name_;
00757 
00759       double filter_limit_min_;
00760 
00762       double filter_limit_max_;
00763 
00765       bool filter_limit_negative_;
00766 
00770       void 
00771       applyFilter (PointCloud2 &output);
00772   };
00773 }
00774 
00775 #endif  //#ifndef PCL_FILTERS_VOXEL_GRID_MAP_H_