From b3da4a0ad23f45da98fd5b36eabc16186d187ceb Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Sun, 18 Apr 2021 09:37:06 +0545
Subject: [PATCH 1/7] Added Functionality for Histogram of Oriented Gradients

Currently there are no feature descriptors in boost gil . Histogram of Oriented Gradients is a very popular feature descriptor that has been applied successfully for tasks such as  pedestrian detection in images and videos. The current implementation follows from the same in scikit-image library.
Reference Paper- Dalal, N and Triggs, B, Histograms of Oriented Gradients for Human Detection, IEEE Computer Society Conference on Computer Vision and Pattern
                               recognition    2005 San Diego, CA, USA, https://lear.inrialpes.fr/people/triggs/pubs/Dalal-cvpr05.pdf,:DOI:`10.1109/CVPR.2005.177`
---
 .../image_processing/Hog_implementation.hpp   | 334 ++++++++++++++++++
 1 file changed, 334 insertions(+)
 create mode 100644 include/boost/gil/image_processing/Hog_implementation.hpp

diff --git a/include/boost/gil/image_processing/Hog_implementation.hpp b/include/boost/gil/image_processing/Hog_implementation.hpp
new file mode 100644
index 0000000000..2d3010141a
--- /dev/null
+++ b/include/boost/gil/image_processing/Hog_implementation.hpp
@@ -0,0 +1,334 @@
+//Copyright (C) 2011, the scikit-image team All rights reserved.
+
+/*
+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 skimage 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 AUTHOR ``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 AUTHOR 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.*/
+
+
+#include <boost/core/lightweight_test.hpp>
+#include <boost/gil.hpp>
+#include<bits/stdc++.h>
+#include<boost/gil/extension/io/png.hpp>
+#include<boost/gil/extension/io/tiff.hpp>
+#include<boost/gil/extension/io/jpeg.hpp>
+#include <boost/gil/pixel.hpp>
+#include <boost/gil/concepts/pixel.hpp>
+#include <boost/gil/typedefs.hpp>
+#include<boost/multi_array.hpp>
+#include<boost/assert.hpp>
+#include <boost/gil/color_convert.hpp>
+#include <boost/gil/image_processing/numeric.hpp>
+//#define PI 3.14159265
+namespace boost
+{
+   namespace gil
+  {
+
+
+        namespace detail
+        {
+            template<typename T,typename U>
+              void carttopolar(const T &dx,const T &dy,U &magnitude,U &angle)
+              {
+                  //for calculating gradient magnitude and direction, to be used for constructing orientation histogram
+                  for(std::ptrdiff_t y=0;y<dx.shape()[0];y++)
+                  {
+                    for(std::ptrdiff_t x=0;x<dx.shape()[1];x++)
+                    {
+                        for(std::ptrdiff_t z=0;z<dx.shape()[2];z++)
+                        {
+                            double px=(double)dx[y][x][z];
+                            double py=(double)dy[y][x][z];
+                            double ang=atan2(py,px)*(float)180/M_PI;
+                            magnitude[y][x][z]=(std::sqrt(px*px+py*py));
+                            if(ang==180)
+                            angle[y][x][z]=0;
+                            else
+                            angle[y][x][z]=ang<0?180.000+ang:ang;
+                        }
+                      /*if(i==0 && j==0)
+                      {
+                        std::cout<<ang<<" "<<angle(j,i)[0]<<std::endl;
+                      }*/
+                    }
+                  }
+              }
+
+            template<typename T>
+            float cell_hog(const T& magnitude_view,const T& angle_view,double orientation_start,double orientation_end,int pixels_per_cell,int c,int r,int total_columns,
+                                          int total_rows,int range_rows_start,int range_rows_stop,int range_columns_start,int range_columns_stop)
+            {
+               //voting for the orientation bins
+                 int cell_column, cell_row, cell_row_index, cell_column_index;
+                 double total=0;
+                 for(std::ptrdiff_t cell_row=range_rows_start;cell_row<range_rows_stop;cell_row++)
+                 {
+                    cell_row_index=cell_row+r;
+                    if(cell_row_index<0 || cell_row_index>=total_rows)
+                    continue;
+
+                    for(std::ptrdiff_t cell_column=range_columns_start;cell_column<range_columns_stop;cell_column++)
+                    {
+                       cell_column_index=c+cell_column;
+                       if(cell_column_index<0 || cell_column_index>=total_columns || angle_view[cell_row_index][cell_column_index]>=orientation_start || angle_view[cell_row_index][cell_column_index]<orientation_end)
+                       continue;
+                       total+=magnitude_view[cell_row_index][cell_column_index];
+                    }
+                 }
+                 return total/(float)(pixels_per_cell*pixels_per_cell);
+            }
+
+          struct node
+          {
+            std::vector<double>arr;
+            //float arr[9];
+          };
+        }
+
+        template<typename T>
+        std::vector<double>hog(T&img_in,int number_of_orientations=9,int pixels_per_cell=8,int cells_per_block=2,bool l1_norm=false,bool l2_norm=true)
+        {
+
+
+            BOOST_ASSERT_MSG(number_of_orientations!=0,"Total orientations must be atleast 1");
+
+
+            int number_of_channels=boost::gil::num_channels<T>::value;
+
+            typedef boost::multi_array<double, 3> array_type;
+            array_type img_out_view_x(extents[img_in.height()][img_in.width()][number_of_channels]);
+            array_type img_out_view_y(extents[img_in.height()][img_in.width()][number_of_channels]);
+            //calculating gradient along horizontal direction
+             for(std::ptrdiff_t y=0;y<img_in.height();y++)
+             {
+                 for(std::ptrdiff_t x=1;x<img_in.width()-1;x++)
+                 {
+                   for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+                   {
+                       double pixel_intensity_after=img_in(x+1,y)[z];
+                       double pixel_intensity_before=img_in(x-1,y)[z];
+                       //img_out_view_x(j,i)[0]=img_in_view(j+1,i)[0]-img_in_view(j-1,i)[0];
+                       img_out_view_x[y][x][z]=pixel_intensity_after-pixel_intensity_before;
+                   }
+                 }
+
+             }
+           //computing gradient along vertical direction
+             for(std::ptrdiff_t y=1;y<img_in.height()-1;y++)
+             {
+                 for(std::ptrdiff_t x=0;x<img_in.width();x++)
+                 {
+                   for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+                   {
+                       double pixel_intensity_after=img_in(x,y+1)[z];
+                       double pixel_intensity_before=img_in(x,y-1)[z];
+                        // img_out_view_y(j,i)[0]=img_in_view(j,i+1)[0]-img_in_view(j,i-1)[0];
+                        img_out_view_y[y][x][z]=pixel_intensity_after-pixel_intensity_before;
+                   }
+                 }
+
+             }
+
+
+             for(std::ptrdiff_t y=0;y<img_in.height();y++)
+             {
+               for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+               {
+                 img_out_view_x[y][0][z]=0;
+                 img_out_view_x[y][img_in.width()-1][z]=0;
+               }
+
+             }
+
+              for(std::ptrdiff_t x=0;x<img_in.width();x++)
+             {
+               for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+               {
+                 img_out_view_y[0][x][z]=0;
+                 img_out_view_y[img_in.height()-1][x][z]=0;
+               }
+
+             }
+
+              array_type channel_magnitude_view(extents[img_in.height()][img_in.width()][number_of_channels]);
+              array_type channel_angle_view(extents[img_in.height()][img_in.width()][number_of_channels]);
+              boost::multi_array<double,2> magnitude_view(extents[img_in.height()][img_in.width()]);
+              boost::multi_array<double,2> angle_view(extents[img_in.height()][img_in.width()]);
+
+
+              detail::carttopolar(img_out_view_x,img_out_view_y,channel_magnitude_view,channel_angle_view);
+
+              int total_rows=img_in.height();
+              int total_columns=img_in.width();
+              int number_of_cells_horizontal=(total_columns)/pixels_per_cell;
+              int number_of_cells_vertical=(total_rows)/pixels_per_cell;
+
+              //for multichannel images orientation of each pixel must be set corresponding to the channel with highest gradient magnitude
+              for(std::ptrdiff_t y=0;y<img_in.height();y++)
+              {
+                for(std::ptrdiff_t x=0;x<img_in.width();x++)
+                {
+                    magnitude_view[y][x]=*(std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end()));
+                    angle_view[y][x]=channel_angle_view[y][x][std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end())-channel_magnitude_view[y][x].begin()];
+                }
+              }
+              double histogram[number_of_cells_vertical][number_of_cells_horizontal][number_of_orientations];
+
+
+              int r_i,c_i;
+              int range_columns_stop=pixels_per_cell/2;
+              int range_columns_start=-range_columns_stop;
+              int r_0=pixels_per_cell/2;
+              int c_0=pixels_per_cell/2;
+              int cc=pixels_per_cell*number_of_cells_vertical;
+              int cr=pixels_per_cell*number_of_cells_horizontal;
+              int range_rows_stop=pixels_per_cell/2;
+              int range_rows_start=-range_rows_stop;
+              double number_of_orientations_per_180=180/(double)number_of_orientations;
+
+
+
+
+
+           //constructing the histogram for each cell
+              for(std::ptrdiff_t orientation_number=0;orientation_number<number_of_orientations;orientation_number++)
+              {
+                 double orientation_start=number_of_orientations_per_180*((double)(orientation_number+1));
+                 double orientation_end=number_of_orientations_per_180*((double)orientation_number);
+                 int c=c_0;
+                 int r=r_0;
+                 r_i=0;
+                 c_i=0;
+
+                   while(r<cc)
+                   {
+                      c_i=0;
+                      c=c_0;
+
+                      while(c<cr)
+                      {
+                        histogram[r_i][c_i][orientation_number]=detail::cell_hog(magnitude_view,angle_view,orientation_start,
+                                                      orientation_end,pixels_per_cell,c,r,total_columns,
+                                                       total_rows,range_rows_start,range_rows_stop,range_columns_start,
+                                                        range_columns_stop);
+                          c_i+=1;
+                          c+=pixels_per_cell;
+
+
+
+                      }
+                      r_i+=1;
+                      r+=pixels_per_cell;
+                   }
+
+              }
+
+              int n_blocks_row=number_of_cells_vertical-cells_per_block+1;
+              int n_blocks_col=number_of_cells_horizontal-cells_per_block+1;
+
+              detail::node normalized_histogram[n_blocks_row][n_blocks_col];
+              //block normalization
+              if(l1_norm)
+              {
+                    for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
+                    {
+                         for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
+                         {
+                           double norm=0;
+                            for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
+                            {
+                                for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
+                                {
+
+
+
+                                      for(auto u:histogram[cell_row_index][cell_column_index])
+                                      {
+                                        normalized_histogram[y][x].arr.push_back(u);
+                                        norm+=std::abs(u);
+
+                                      }
+
+
+                                }
+                            }
+
+
+                              if(norm!=0)
+                            {
+
+                                for(auto &u:normalized_histogram[y][x].arr)
+                                {
+                                   u=u/norm;
+                                }
+
+
+                             }
+                          }
+
+                       }
+              }
+
+             else if(l2_norm)
+             {
+                  for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
+                  {
+                     for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
+                     {
+                       double norm_squared=0;
+                        for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
+                        {
+                            for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
+                            {
+
+
+
+                                  for(auto u:histogram[cell_row_index][cell_column_index])
+                                  {
+                                    normalized_histogram[y][x].arr.push_back(u);
+                                    norm_squared+=u*u;
+
+                                  }
+
+
+                            }
+                        }
+
+
+                          if(norm_squared!=0)
+                        {
+                          double norm=std::sqrt(norm_squared);
+                          for(auto &u:normalized_histogram[y][x].arr)
+                          {
+                             u=u/norm;
+                          }
+
+
+                       }
+                      }
+
+                   }
+               }
+           //calculating the final feature vector that represents the hog feature for the given image
+               std::vector<double>result;
+              for(std::ptrdiff_t block_row_index=0;block_row_index<n_blocks_row;block_row_index++)
+              {
+                for(std::ptrdiff_t block_column_index=0;block_column_index<n_blocks_col;block_column_index++)
+                {
+
+                   for(auto u:normalized_histogram[block_row_index][block_column_index].arr)
+                   {
+                      result.push_back(u);
+                   }
+
+                }
+              }
+
+              return result;
+
+
+         }
+   }
+}

From 9a6f35128c385c1d9a3fb78b74bff6ac97427ae6 Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Sun, 18 Apr 2021 09:50:01 +0545
Subject: [PATCH 2/7] Added test file and data for HOG

---
 test/core/image_processing/camera.png       |    Bin 0 -> 139512 bytes
 test/core/image_processing/cat.png          |    Bin 0 -> 280515 bytes
 test/core/image_processing/data-L1-test.txt |  54756 ++
 test/core/image_processing/data-L2-test.txt | 525672 +++++++++++++++++
 test/core/image_processing/download.png     |    Bin 0 -> 2008 bytes
 test/core/image_processing/test_hog.cpp     |     81 +
 6 files changed, 580509 insertions(+)
 create mode 100644 test/core/image_processing/camera.png
 create mode 100644 test/core/image_processing/cat.png
 create mode 100644 test/core/image_processing/data-L1-test.txt
 create mode 100644 test/core/image_processing/data-L2-test.txt
 create mode 100644 test/core/image_processing/download.png
 create mode 100644 test/core/image_processing/test_hog.cpp

diff --git a/test/core/image_processing/camera.png b/test/core/image_processing/camera.png
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diff --git a/test/core/image_processing/data-L1-test.txt b/test/core/image_processing/data-L1-test.txt
new file mode 100644
index 0000000000..a68eb4311a
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diff --git a/test/core/image_processing/data-L2-test.txt b/test/core/image_processing/data-L2-test.txt
new file mode 100644
index 0000000000..61c092ae6f
--- /dev/null
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diff --git a/test/core/image_processing/test_hog.cpp b/test/core/image_processing/test_hog.cpp
new file mode 100644
index 0000000000..49b3e323bd
--- /dev/null
+++ b/test/core/image_processing/test_hog.cpp
@@ -0,0 +1,81 @@
+// referenced from https://github.com/scikit-image/scikit-image/blob/main/skimage/feature/tests/test_hog.py
+
+//Copyright (C) 2011, the scikit-image team 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 skimage 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 AUTHOR ``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 AUTHOR 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.*/
+
+#include <boost/gil/image_processing/Hog_implementation.hpp>
+#include<boost/gil/image_view.hpp>
+
+std::vector<double>fetch(std::string filename)
+{
+  std::string line;
+  std::ifstream myfile(filename);
+  std::vector<double>result;
+  if(myfile.is_open())
+  {
+
+     while(getline(myfile,line))
+     {
+       double num=std::stod(line);
+       result.push_back(num);
+     }
+     myfile.close();
+  }
+  return result;
+}
+void test_hog_L1_norm()
+{
+  boost::gil::rgb8_image_t img_color;
+  boost::gil::read_image("download.png",img_color,boost::gil::png_tag{});
+  boost::gil::rgb8_view_t img_color_view=boost::gil::view(img_color);
+
+  std::vector<double>output=hog(img_color_view,9,8,3,true,false);
+
+  std::vector<double>correct_output=fetch("data-L1-test.txt");
+  BOOST_ASSERT_MSG(output.size()==correct_output.size(),"dimensions of feature vectors are not matching");
+  for(int i=0;i<output.size();i++)
+  {
+     BOOST_ASSERT_MSG(std::abs(output[i]-correct_output[i])<=0.0001,"features not matching");
+  }
+}
+void test_hog_L2_norm()
+{
+  boost::gil::gray8_image_t img_gray;
+  boost::gil::read_image("cat.png",img_gray,boost::gil::png_tag{});
+  boost::gil::gray8_view_t img_gray_view=boost::gil::view(img_gray);
+
+  std::vector<double>output=hog(img_gray_view,9,8,2,false,true);
+
+  std::vector<double>correct_output=fetch("data-L2-test.txt");
+  BOOST_ASSERT_MSG(output.size()==correct_output.size(),"dimensions of feature vectors are not matching");
+  for(int i=0;i<output.size();i++)
+  {
+     BOOST_ASSERT_MSG(std::abs(output[i]-correct_output[i])<=0.0001,"features not matching");
+  }
+}
+void test_hog_image_size_cell_size_mismatch()
+{
+  boost::gil::gray8_image_t img_gray;
+  boost::gil::read_image("camera.png",img_gray,boost::gil::png_tag{});
+  boost::gil::gray8_view_t img_gray_view=boost::gil::view(img_gray);
+  auto subview=boost::gil::subimage_view(img_gray_view,0,0,200,150);
+
+  std::vector<double>output=boost::gil::hog(subview,9,8,1,true,false);
+  BOOST_ASSERT_MSG(output.size()==(9*(150/8)*(200/8)),"feature vectors do not match in size");
+
+}
+int main()
+{
+     test_hog_L1_norm();
+     test_hog_L2_norm();
+     test_hog_image_size_cell_size_mismatch();
+     return boost::report_errors();
+
+
+}

From 125c7e3ebd51775cab75ee0991920a1335ad537c Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Mon, 19 Apr 2021 22:34:50 +0545
Subject: [PATCH 3/7] Delete Hog_implementation.hpp

---
 .../image_processing/Hog_implementation.hpp   | 334 ------------------
 1 file changed, 334 deletions(-)
 delete mode 100644 include/boost/gil/image_processing/Hog_implementation.hpp

diff --git a/include/boost/gil/image_processing/Hog_implementation.hpp b/include/boost/gil/image_processing/Hog_implementation.hpp
deleted file mode 100644
index 2d3010141a..0000000000
--- a/include/boost/gil/image_processing/Hog_implementation.hpp
+++ /dev/null
@@ -1,334 +0,0 @@
-//Copyright (C) 2011, the scikit-image team All rights reserved.
-
-/*
-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 skimage 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 AUTHOR ``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 AUTHOR 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.*/
-
-
-#include <boost/core/lightweight_test.hpp>
-#include <boost/gil.hpp>
-#include<bits/stdc++.h>
-#include<boost/gil/extension/io/png.hpp>
-#include<boost/gil/extension/io/tiff.hpp>
-#include<boost/gil/extension/io/jpeg.hpp>
-#include <boost/gil/pixel.hpp>
-#include <boost/gil/concepts/pixel.hpp>
-#include <boost/gil/typedefs.hpp>
-#include<boost/multi_array.hpp>
-#include<boost/assert.hpp>
-#include <boost/gil/color_convert.hpp>
-#include <boost/gil/image_processing/numeric.hpp>
-//#define PI 3.14159265
-namespace boost
-{
-   namespace gil
-  {
-
-
-        namespace detail
-        {
-            template<typename T,typename U>
-              void carttopolar(const T &dx,const T &dy,U &magnitude,U &angle)
-              {
-                  //for calculating gradient magnitude and direction, to be used for constructing orientation histogram
-                  for(std::ptrdiff_t y=0;y<dx.shape()[0];y++)
-                  {
-                    for(std::ptrdiff_t x=0;x<dx.shape()[1];x++)
-                    {
-                        for(std::ptrdiff_t z=0;z<dx.shape()[2];z++)
-                        {
-                            double px=(double)dx[y][x][z];
-                            double py=(double)dy[y][x][z];
-                            double ang=atan2(py,px)*(float)180/M_PI;
-                            magnitude[y][x][z]=(std::sqrt(px*px+py*py));
-                            if(ang==180)
-                            angle[y][x][z]=0;
-                            else
-                            angle[y][x][z]=ang<0?180.000+ang:ang;
-                        }
-                      /*if(i==0 && j==0)
-                      {
-                        std::cout<<ang<<" "<<angle(j,i)[0]<<std::endl;
-                      }*/
-                    }
-                  }
-              }
-
-            template<typename T>
-            float cell_hog(const T& magnitude_view,const T& angle_view,double orientation_start,double orientation_end,int pixels_per_cell,int c,int r,int total_columns,
-                                          int total_rows,int range_rows_start,int range_rows_stop,int range_columns_start,int range_columns_stop)
-            {
-               //voting for the orientation bins
-                 int cell_column, cell_row, cell_row_index, cell_column_index;
-                 double total=0;
-                 for(std::ptrdiff_t cell_row=range_rows_start;cell_row<range_rows_stop;cell_row++)
-                 {
-                    cell_row_index=cell_row+r;
-                    if(cell_row_index<0 || cell_row_index>=total_rows)
-                    continue;
-
-                    for(std::ptrdiff_t cell_column=range_columns_start;cell_column<range_columns_stop;cell_column++)
-                    {
-                       cell_column_index=c+cell_column;
-                       if(cell_column_index<0 || cell_column_index>=total_columns || angle_view[cell_row_index][cell_column_index]>=orientation_start || angle_view[cell_row_index][cell_column_index]<orientation_end)
-                       continue;
-                       total+=magnitude_view[cell_row_index][cell_column_index];
-                    }
-                 }
-                 return total/(float)(pixels_per_cell*pixels_per_cell);
-            }
-
-          struct node
-          {
-            std::vector<double>arr;
-            //float arr[9];
-          };
-        }
-
-        template<typename T>
-        std::vector<double>hog(T&img_in,int number_of_orientations=9,int pixels_per_cell=8,int cells_per_block=2,bool l1_norm=false,bool l2_norm=true)
-        {
-
-
-            BOOST_ASSERT_MSG(number_of_orientations!=0,"Total orientations must be atleast 1");
-
-
-            int number_of_channels=boost::gil::num_channels<T>::value;
-
-            typedef boost::multi_array<double, 3> array_type;
-            array_type img_out_view_x(extents[img_in.height()][img_in.width()][number_of_channels]);
-            array_type img_out_view_y(extents[img_in.height()][img_in.width()][number_of_channels]);
-            //calculating gradient along horizontal direction
-             for(std::ptrdiff_t y=0;y<img_in.height();y++)
-             {
-                 for(std::ptrdiff_t x=1;x<img_in.width()-1;x++)
-                 {
-                   for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-                   {
-                       double pixel_intensity_after=img_in(x+1,y)[z];
-                       double pixel_intensity_before=img_in(x-1,y)[z];
-                       //img_out_view_x(j,i)[0]=img_in_view(j+1,i)[0]-img_in_view(j-1,i)[0];
-                       img_out_view_x[y][x][z]=pixel_intensity_after-pixel_intensity_before;
-                   }
-                 }
-
-             }
-           //computing gradient along vertical direction
-             for(std::ptrdiff_t y=1;y<img_in.height()-1;y++)
-             {
-                 for(std::ptrdiff_t x=0;x<img_in.width();x++)
-                 {
-                   for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-                   {
-                       double pixel_intensity_after=img_in(x,y+1)[z];
-                       double pixel_intensity_before=img_in(x,y-1)[z];
-                        // img_out_view_y(j,i)[0]=img_in_view(j,i+1)[0]-img_in_view(j,i-1)[0];
-                        img_out_view_y[y][x][z]=pixel_intensity_after-pixel_intensity_before;
-                   }
-                 }
-
-             }
-
-
-             for(std::ptrdiff_t y=0;y<img_in.height();y++)
-             {
-               for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-               {
-                 img_out_view_x[y][0][z]=0;
-                 img_out_view_x[y][img_in.width()-1][z]=0;
-               }
-
-             }
-
-              for(std::ptrdiff_t x=0;x<img_in.width();x++)
-             {
-               for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-               {
-                 img_out_view_y[0][x][z]=0;
-                 img_out_view_y[img_in.height()-1][x][z]=0;
-               }
-
-             }
-
-              array_type channel_magnitude_view(extents[img_in.height()][img_in.width()][number_of_channels]);
-              array_type channel_angle_view(extents[img_in.height()][img_in.width()][number_of_channels]);
-              boost::multi_array<double,2> magnitude_view(extents[img_in.height()][img_in.width()]);
-              boost::multi_array<double,2> angle_view(extents[img_in.height()][img_in.width()]);
-
-
-              detail::carttopolar(img_out_view_x,img_out_view_y,channel_magnitude_view,channel_angle_view);
-
-              int total_rows=img_in.height();
-              int total_columns=img_in.width();
-              int number_of_cells_horizontal=(total_columns)/pixels_per_cell;
-              int number_of_cells_vertical=(total_rows)/pixels_per_cell;
-
-              //for multichannel images orientation of each pixel must be set corresponding to the channel with highest gradient magnitude
-              for(std::ptrdiff_t y=0;y<img_in.height();y++)
-              {
-                for(std::ptrdiff_t x=0;x<img_in.width();x++)
-                {
-                    magnitude_view[y][x]=*(std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end()));
-                    angle_view[y][x]=channel_angle_view[y][x][std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end())-channel_magnitude_view[y][x].begin()];
-                }
-              }
-              double histogram[number_of_cells_vertical][number_of_cells_horizontal][number_of_orientations];
-
-
-              int r_i,c_i;
-              int range_columns_stop=pixels_per_cell/2;
-              int range_columns_start=-range_columns_stop;
-              int r_0=pixels_per_cell/2;
-              int c_0=pixels_per_cell/2;
-              int cc=pixels_per_cell*number_of_cells_vertical;
-              int cr=pixels_per_cell*number_of_cells_horizontal;
-              int range_rows_stop=pixels_per_cell/2;
-              int range_rows_start=-range_rows_stop;
-              double number_of_orientations_per_180=180/(double)number_of_orientations;
-
-
-
-
-
-           //constructing the histogram for each cell
-              for(std::ptrdiff_t orientation_number=0;orientation_number<number_of_orientations;orientation_number++)
-              {
-                 double orientation_start=number_of_orientations_per_180*((double)(orientation_number+1));
-                 double orientation_end=number_of_orientations_per_180*((double)orientation_number);
-                 int c=c_0;
-                 int r=r_0;
-                 r_i=0;
-                 c_i=0;
-
-                   while(r<cc)
-                   {
-                      c_i=0;
-                      c=c_0;
-
-                      while(c<cr)
-                      {
-                        histogram[r_i][c_i][orientation_number]=detail::cell_hog(magnitude_view,angle_view,orientation_start,
-                                                      orientation_end,pixels_per_cell,c,r,total_columns,
-                                                       total_rows,range_rows_start,range_rows_stop,range_columns_start,
-                                                        range_columns_stop);
-                          c_i+=1;
-                          c+=pixels_per_cell;
-
-
-
-                      }
-                      r_i+=1;
-                      r+=pixels_per_cell;
-                   }
-
-              }
-
-              int n_blocks_row=number_of_cells_vertical-cells_per_block+1;
-              int n_blocks_col=number_of_cells_horizontal-cells_per_block+1;
-
-              detail::node normalized_histogram[n_blocks_row][n_blocks_col];
-              //block normalization
-              if(l1_norm)
-              {
-                    for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
-                    {
-                         for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
-                         {
-                           double norm=0;
-                            for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
-                            {
-                                for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
-                                {
-
-
-
-                                      for(auto u:histogram[cell_row_index][cell_column_index])
-                                      {
-                                        normalized_histogram[y][x].arr.push_back(u);
-                                        norm+=std::abs(u);
-
-                                      }
-
-
-                                }
-                            }
-
-
-                              if(norm!=0)
-                            {
-
-                                for(auto &u:normalized_histogram[y][x].arr)
-                                {
-                                   u=u/norm;
-                                }
-
-
-                             }
-                          }
-
-                       }
-              }
-
-             else if(l2_norm)
-             {
-                  for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
-                  {
-                     for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
-                     {
-                       double norm_squared=0;
-                        for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
-                        {
-                            for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
-                            {
-
-
-
-                                  for(auto u:histogram[cell_row_index][cell_column_index])
-                                  {
-                                    normalized_histogram[y][x].arr.push_back(u);
-                                    norm_squared+=u*u;
-
-                                  }
-
-
-                            }
-                        }
-
-
-                          if(norm_squared!=0)
-                        {
-                          double norm=std::sqrt(norm_squared);
-                          for(auto &u:normalized_histogram[y][x].arr)
-                          {
-                             u=u/norm;
-                          }
-
-
-                       }
-                      }
-
-                   }
-               }
-           //calculating the final feature vector that represents the hog feature for the given image
-               std::vector<double>result;
-              for(std::ptrdiff_t block_row_index=0;block_row_index<n_blocks_row;block_row_index++)
-              {
-                for(std::ptrdiff_t block_column_index=0;block_column_index<n_blocks_col;block_column_index++)
-                {
-
-                   for(auto u:normalized_histogram[block_row_index][block_column_index].arr)
-                   {
-                      result.push_back(u);
-                   }
-
-                }
-              }
-
-              return result;
-
-
-         }
-   }
-}

From 476a57140e27a31258ef9cd234f78391b7cffdfb Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Mon, 19 Apr 2021 22:37:30 +0545
Subject: [PATCH 4/7] Delete test_hog.cpp

---
 test/core/image_processing/test_hog.cpp | 81 -------------------------
 1 file changed, 81 deletions(-)
 delete mode 100644 test/core/image_processing/test_hog.cpp

diff --git a/test/core/image_processing/test_hog.cpp b/test/core/image_processing/test_hog.cpp
deleted file mode 100644
index 49b3e323bd..0000000000
--- a/test/core/image_processing/test_hog.cpp
+++ /dev/null
@@ -1,81 +0,0 @@
-// referenced from https://github.com/scikit-image/scikit-image/blob/main/skimage/feature/tests/test_hog.py
-
-//Copyright (C) 2011, the scikit-image team 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 skimage 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 AUTHOR ``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 AUTHOR 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.*/
-
-#include <boost/gil/image_processing/Hog_implementation.hpp>
-#include<boost/gil/image_view.hpp>
-
-std::vector<double>fetch(std::string filename)
-{
-  std::string line;
-  std::ifstream myfile(filename);
-  std::vector<double>result;
-  if(myfile.is_open())
-  {
-
-     while(getline(myfile,line))
-     {
-       double num=std::stod(line);
-       result.push_back(num);
-     }
-     myfile.close();
-  }
-  return result;
-}
-void test_hog_L1_norm()
-{
-  boost::gil::rgb8_image_t img_color;
-  boost::gil::read_image("download.png",img_color,boost::gil::png_tag{});
-  boost::gil::rgb8_view_t img_color_view=boost::gil::view(img_color);
-
-  std::vector<double>output=hog(img_color_view,9,8,3,true,false);
-
-  std::vector<double>correct_output=fetch("data-L1-test.txt");
-  BOOST_ASSERT_MSG(output.size()==correct_output.size(),"dimensions of feature vectors are not matching");
-  for(int i=0;i<output.size();i++)
-  {
-     BOOST_ASSERT_MSG(std::abs(output[i]-correct_output[i])<=0.0001,"features not matching");
-  }
-}
-void test_hog_L2_norm()
-{
-  boost::gil::gray8_image_t img_gray;
-  boost::gil::read_image("cat.png",img_gray,boost::gil::png_tag{});
-  boost::gil::gray8_view_t img_gray_view=boost::gil::view(img_gray);
-
-  std::vector<double>output=hog(img_gray_view,9,8,2,false,true);
-
-  std::vector<double>correct_output=fetch("data-L2-test.txt");
-  BOOST_ASSERT_MSG(output.size()==correct_output.size(),"dimensions of feature vectors are not matching");
-  for(int i=0;i<output.size();i++)
-  {
-     BOOST_ASSERT_MSG(std::abs(output[i]-correct_output[i])<=0.0001,"features not matching");
-  }
-}
-void test_hog_image_size_cell_size_mismatch()
-{
-  boost::gil::gray8_image_t img_gray;
-  boost::gil::read_image("camera.png",img_gray,boost::gil::png_tag{});
-  boost::gil::gray8_view_t img_gray_view=boost::gil::view(img_gray);
-  auto subview=boost::gil::subimage_view(img_gray_view,0,0,200,150);
-
-  std::vector<double>output=boost::gil::hog(subview,9,8,1,true,false);
-  BOOST_ASSERT_MSG(output.size()==(9*(150/8)*(200/8)),"feature vectors do not match in size");
-
-}
-int main()
-{
-     test_hog_L1_norm();
-     test_hog_L2_norm();
-     test_hog_image_size_cell_size_mismatch();
-     return boost::report_errors();
-
-
-}

From fc729a9f7e5227a725345a05b21ea290049cbd77 Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Mon, 19 Apr 2021 23:05:50 +0545
Subject: [PATCH 5/7] Add files via upload

---
 .../image_processing/Hog_implementation.hpp   | 305 ++++++++++++++++++
 1 file changed, 305 insertions(+)
 create mode 100644 include/boost/gil/image_processing/Hog_implementation.hpp

diff --git a/include/boost/gil/image_processing/Hog_implementation.hpp b/include/boost/gil/image_processing/Hog_implementation.hpp
new file mode 100644
index 0000000000..dd10fdde43
--- /dev/null
+++ b/include/boost/gil/image_processing/Hog_implementation.hpp
@@ -0,0 +1,305 @@
+
+
+
+#include <boost/core/lightweight_test.hpp>
+#include <boost/gil.hpp>
+#include<bits/stdc++.h>
+#include<boost/gil/extension/io/png.hpp>
+#include<boost/gil/extension/io/tiff.hpp>
+#include<boost/gil/extension/io/jpeg.hpp>
+#include <boost/gil/pixel.hpp>
+#include <boost/gil/concepts/pixel.hpp>
+#include <boost/gil/typedefs.hpp>
+#include<boost/multi_array.hpp>
+#include<boost/assert.hpp>
+#include <boost/gil/color_convert.hpp>
+#include <boost/gil/image_processing/numeric.hpp>
+//#define PI 3.14159265
+namespace boost
+{
+   namespace gil
+  {
+
+
+        namespace detail
+        {
+            template<typename T,typename U>
+              void carttopolar(const T &dx,const T &dy,U &magnitude,U &angle)
+              {
+                  //for calculating gradient magnitude and direction, to be used for constructing orientation histogram
+                  for(std::ptrdiff_t y=0;y<dx.shape()[0];y++)
+                  {
+                    for(std::ptrdiff_t x=0;x<dx.shape()[1];x++)
+                    {
+                        for(std::ptrdiff_t z=0;z<dx.shape()[2];z++)
+                        {
+                            double px=(double)dx[y][x][z];
+                            double py=(double)dy[y][x][z];
+                            double ang=atan2(py,px)*(float)180/M_PI;
+                            magnitude[y][x][z]=(std::sqrt(px*px+py*py));
+                            if(ang==180)
+                            angle[y][x][z]=0;
+                            else
+                            angle[y][x][z]=ang<0?180.000+ang:ang;
+                        }
+
+                    }
+                  }
+              }
+              template<typename T,typename U>
+              void calculate_histogram(T &histogram,U&magnitude_view,U&angle_view,int number_of_cells_vertical,int number_of_cells_horizontal,int pixels_per_cell,double number_of_orientations_per_180)
+              {
+                typedef boost::multi_array<double,2> array_type;
+                for(int i=0;i<number_of_cells_vertical;i++)
+                 {
+                    for(int j=0;j<number_of_cells_horizontal;j++)
+                    {
+                        int cell_row_index=i*pixels_per_cell;
+                        int cell_column_index=j*pixels_per_cell;
+                        typedef boost::multi_array_types::index_range range;
+                        array_type::array_view<2>::type magnitude_sub_view =magnitude_view[ boost::indices[range(cell_row_index,cell_row_index+pixels_per_cell)][range(cell_column_index,cell_column_index+pixels_per_cell)]];
+                        array_type::array_view<2>::type angle_sub_view =angle_view[ boost::indices[range(cell_row_index,cell_row_index+pixels_per_cell)][range(cell_column_index,cell_column_index+pixels_per_cell)]];
+
+                        for(array_type::index k=0;k<pixels_per_cell;k++)
+                        {
+                           for(array_type::index m=0;m<pixels_per_cell;m++)
+                           {
+                                 double gradient_magnitude_pixel=magnitude_sub_view[k][m];
+                                 double gradient_direction_pixel=angle_sub_view[k][m];
+                                 int orientation_bin_index=std::trunc(gradient_direction_pixel)/number_of_orientations_per_180;
+                                 histogram[i][j][orientation_bin_index]+=gradient_magnitude_pixel;
+                           }
+                        }
+                        for(auto &u:histogram[i][j])
+                        {
+                          u/=(pixels_per_cell*pixels_per_cell);
+                        }
+                    }
+                 }
+               }
+               template<typename SrcView,typename Grad_X_Matrix>
+               void calculate_horizontal_gradient(SrcView &img_in,Grad_X_Matrix &img_out_view_x,int number_of_channels)
+               {
+                   for(std::ptrdiff_t y=0;y<img_in.height();y++)
+                   {
+                       typename SrcView::x_iterator src_it = img_in.row_begin(y);
+
+                       for(std::ptrdiff_t x=1;x<img_in.width()-1;x++)
+                       {
+
+
+                             for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+                             {
+
+                                 img_out_view_x[y][x][z]=src_it[x+1][z]-src_it[x-1][z];
+                             }
+                       }
+
+                   }
+                   for(std::ptrdiff_t y=0;y<img_in.height();y++)
+                   {
+                     for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+                     {
+                       img_out_view_x[y][0][z]=0;
+                       img_out_view_x[y][img_in.width()-1][z]=0;
+                     }
+
+                   }
+               }
+                template<typename SrcView,typename Grad_Y_Matrix>
+                void calculate_vertical_gradient(SrcView &img_in,Grad_Y_Matrix &img_out_view_y,int number_of_channels)
+                {
+                    for(std::ptrdiff_t y=1;y<img_in.height()-1;y++)
+                    {
+                      typename SrcView::x_iterator src1_it = img_in.row_begin(y-1);
+                      typename SrcView::x_iterator src2_it = img_in.row_begin(y+1);
+                        for(std::ptrdiff_t x=0;x<img_in.width();x++)
+                        {
+                          for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+                          {
+
+                               img_out_view_y[y][x][z]=src2_it[x][z]-src1_it[x][z];
+                          }
+                        }
+
+                    }
+                    for(std::ptrdiff_t x=0;x<img_in.width();x++)
+                   {
+                     for(std::ptrdiff_t z=0;z<number_of_channels;z++)
+                     {
+                       img_out_view_y[0][x][z]=0;
+                       img_out_view_y[img_in.height()-1][x][z]=0;
+                     }
+
+                   }
+                }
+
+              struct node
+              {
+                std::vector<double>arr;
+                //float arr[9];
+              };
+
+
+
+            }
+
+        template<typename SrcView>
+        std::vector<double>hog(SrcView&img_in,int number_of_orientations=9,int pixels_per_cell=8,int cells_per_block=2,bool l1_norm=false,bool l2_norm=true)
+        {
+
+
+            BOOST_ASSERT_MSG(number_of_orientations!=0,"Total orientations must be atleast 1");
+
+
+            int number_of_channels=boost::gil::num_channels<SrcView>::value;
+
+            typedef boost::multi_array<double, 3> array_type;
+            array_type img_out_view_x(extents[img_in.height()][img_in.width()][number_of_channels]);
+            array_type img_out_view_y(extents[img_in.height()][img_in.width()][number_of_channels]);
+
+
+            //calculating gradient along horizontal direction
+            detail::calculate_horizontal_gradient(img_in,img_out_view_x,number_of_channels);
+            detail::calculate_vertical_gradient(img_in,img_out_view_y,number_of_channels);
+             
+
+
+              array_type channel_magnitude_view(extents[img_in.height()][img_in.width()][number_of_channels]);
+              array_type channel_angle_view(extents[img_in.height()][img_in.width()][number_of_channels]);
+              boost::multi_array<double,2> magnitude_view(extents[img_in.height()][img_in.width()]);
+              boost::multi_array<double,2> angle_view(extents[img_in.height()][img_in.width()]);
+
+
+              detail::carttopolar(img_out_view_x,img_out_view_y,channel_magnitude_view,channel_angle_view);
+
+              int total_rows=img_in.height();
+              int total_columns=img_in.width();
+              int number_of_cells_horizontal=(total_columns)/pixels_per_cell;
+              int number_of_cells_vertical=(total_rows)/pixels_per_cell;
+
+              //for multichannel images orientation of each pixel must be set corresponding to the channel with highest gradient magnitude
+              for(std::ptrdiff_t y=0;y<img_in.height();y++)
+              {
+                for(std::ptrdiff_t x=0;x<img_in.width();x++)
+                {
+                    magnitude_view[y][x]=*(std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end()));
+                    angle_view[y][x]=channel_angle_view[y][x][std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end())-channel_magnitude_view[y][x].begin()];
+                }
+              }
+               double number_of_orientations_per_180=(double)180/number_of_orientations;
+
+              array_type histogram(extents[number_of_cells_vertical][number_of_cells_horizontal][number_of_orientations]);
+
+
+            //histogram calculation
+              detail::calculate_histogram(histogram,magnitude_view,angle_view,number_of_cells_vertical,number_of_cells_horizontal,pixels_per_cell,number_of_orientations_per_180);
+
+
+              int n_blocks_row=number_of_cells_vertical-cells_per_block+1;
+              int n_blocks_col=number_of_cells_horizontal-cells_per_block+1;
+              detail::node normalized_histogram[n_blocks_row][n_blocks_col];
+              //block normalization
+              if(l1_norm)
+              {
+                    for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
+                    {
+                         for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
+                         {
+                           double norm=0;
+                            for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
+                            {
+                                for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
+                                {
+
+
+
+                                      for(auto u:histogram[cell_row_index][cell_column_index])
+                                      {
+                                        normalized_histogram[y][x].arr.push_back(u);
+                                        norm+=std::abs(u);
+
+                                      }
+
+
+                                }
+                            }
+
+
+                              if(norm!=0)
+                            {
+
+                                for(auto &u:normalized_histogram[y][x].arr)
+                                {
+                                   u=u/norm;
+                                }
+
+
+                             }
+                          }
+
+                       }
+              }
+
+             else if(l2_norm)
+             {
+                  for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
+                  {
+                     for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
+                     {
+                       double norm_squared=0;
+                        for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
+                        {
+                            for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
+                            {
+
+
+
+                                  for(auto u:histogram[cell_row_index][cell_column_index])
+                                  {
+                                    normalized_histogram[y][x].arr.push_back(u);
+                                    norm_squared+=u*u;
+
+                                  }
+
+
+                            }
+                        }
+
+
+                          if(norm_squared!=0)
+                        {
+                          double norm=std::sqrt(norm_squared);
+                          for(auto &u:normalized_histogram[y][x].arr)
+                          {
+                             u=u/norm;
+                          }
+
+
+                       }
+                      }
+
+                   }
+               }
+
+           //calculating the final feature vector that represents the hog feature for the given image
+               std::vector<double>result;
+              for(std::ptrdiff_t block_row_index=0;block_row_index<n_blocks_row;block_row_index++)
+              {
+                  for(std::ptrdiff_t block_column_index=0;block_column_index<n_blocks_col;block_column_index++)
+                  {
+
+                     for(auto u:normalized_histogram[block_row_index][block_column_index].arr)
+                     {
+                        result.push_back(u);
+                     }
+
+                  }
+              }
+
+              return result;
+
+
+         }
+       }
+   }

From f5d11bc9bb7e95545528a1e63a2bbb1081d4539e Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Mon, 19 Apr 2021 23:07:59 +0545
Subject: [PATCH 6/7] Test file readded

---
 test/core/image_processing/test_hog.cpp | 71 +++++++++++++++++++++++++
 1 file changed, 71 insertions(+)
 create mode 100644 test/core/image_processing/test_hog.cpp

diff --git a/test/core/image_processing/test_hog.cpp b/test/core/image_processing/test_hog.cpp
new file mode 100644
index 0000000000..ebe611b249
--- /dev/null
+++ b/test/core/image_processing/test_hog.cpp
@@ -0,0 +1,71 @@
+
+#include <boost/gil/image_processing/Hog_implementation.hpp>
+#include<boost/gil/image_view.hpp>
+
+std::vector<double>fetch(std::string filename)
+{
+  std::string line;
+  std::ifstream myfile(filename);
+  std::vector<double>result;
+  if(myfile.is_open())
+  {
+
+     while(getline(myfile,line))
+     {
+       double num=std::stod(line);
+       result.push_back(num);
+     }
+     myfile.close();
+  }
+  return result;
+}
+void test_hog_L1_norm()
+{
+  boost::gil::rgb8_image_t img_color;
+  boost::gil::read_image("download.png",img_color,boost::gil::png_tag{});
+  boost::gil::rgb8_view_t img_color_view=boost::gil::view(img_color);
+
+  std::vector<double>output=hog(img_color_view,9,8,3,true,false);
+
+  std::vector<double>correct_output=fetch("data-L1-test.txt");
+  BOOST_ASSERT_MSG(output.size()==correct_output.size(),"dimensions of feature vectors are not matching");
+  for(int i=0;i<output.size();i++)
+  {
+     BOOST_ASSERT_MSG(std::abs(output[i]-correct_output[i])<=0.0001,"features not matching");
+  }
+}
+void test_hog_L2_norm()
+{
+  boost::gil::gray8_image_t img_gray;
+  boost::gil::read_image("cat.png",img_gray,boost::gil::png_tag{});
+  boost::gil::gray8_view_t img_gray_view=boost::gil::view(img_gray);
+
+  std::vector<double>output=hog(img_gray_view,9,8,2,false,true);
+
+  std::vector<double>correct_output=fetch("data-L2-test.txt");
+  BOOST_ASSERT_MSG(output.size()==correct_output.size(),"dimensions of feature vectors are not matching");
+  for(int i=0;i<output.size();i++)
+  {
+     BOOST_ASSERT_MSG(std::abs(output[i]-correct_output[i])<=0.0001,"features not matching");
+  }
+}
+void test_hog_image_size_cell_size_match()
+{
+  boost::gil::gray8_image_t img_gray;
+  boost::gil::read_image("camera.png",img_gray,boost::gil::png_tag{});
+  boost::gil::gray8_view_t img_gray_view=boost::gil::view(img_gray);
+  auto subview=boost::gil::subimage_view(img_gray_view,0,0,200,150);
+
+  std::vector<double>output=boost::gil::hog(subview,9,8,1,true,false);
+  BOOST_ASSERT_MSG(output.size()==(9*(150/8)*(200/8)),"feature vectors do not match in size");
+
+}
+int main()
+{
+     test_hog_L1_norm();
+     test_hog_L2_norm();
+     test_hog_image_size_cell_size_match();
+     return boost::report_errors();
+
+
+}

From 64f25fe6412ffea96f734c87f5adfaa80e0f5ac1 Mon Sep 17 00:00:00 2001
From: Sayan-Chaudhuri <47924148+Sayan-Chaudhuri@users.noreply.github.com>
Date: Tue, 20 Apr 2021 00:45:09 +0530
Subject: [PATCH 7/7] Update and rename Hog_implementation.hpp to hog.hpp

---
 .../image_processing/Hog_implementation.hpp   | 305 ------------------
 include/boost/gil/image_processing/hog.hpp    | 255 +++++++++++++++
 2 files changed, 255 insertions(+), 305 deletions(-)
 delete mode 100644 include/boost/gil/image_processing/Hog_implementation.hpp
 create mode 100644 include/boost/gil/image_processing/hog.hpp

diff --git a/include/boost/gil/image_processing/Hog_implementation.hpp b/include/boost/gil/image_processing/Hog_implementation.hpp
deleted file mode 100644
index dd10fdde43..0000000000
--- a/include/boost/gil/image_processing/Hog_implementation.hpp
+++ /dev/null
@@ -1,305 +0,0 @@
-
-
-
-#include <boost/core/lightweight_test.hpp>
-#include <boost/gil.hpp>
-#include<bits/stdc++.h>
-#include<boost/gil/extension/io/png.hpp>
-#include<boost/gil/extension/io/tiff.hpp>
-#include<boost/gil/extension/io/jpeg.hpp>
-#include <boost/gil/pixel.hpp>
-#include <boost/gil/concepts/pixel.hpp>
-#include <boost/gil/typedefs.hpp>
-#include<boost/multi_array.hpp>
-#include<boost/assert.hpp>
-#include <boost/gil/color_convert.hpp>
-#include <boost/gil/image_processing/numeric.hpp>
-//#define PI 3.14159265
-namespace boost
-{
-   namespace gil
-  {
-
-
-        namespace detail
-        {
-            template<typename T,typename U>
-              void carttopolar(const T &dx,const T &dy,U &magnitude,U &angle)
-              {
-                  //for calculating gradient magnitude and direction, to be used for constructing orientation histogram
-                  for(std::ptrdiff_t y=0;y<dx.shape()[0];y++)
-                  {
-                    for(std::ptrdiff_t x=0;x<dx.shape()[1];x++)
-                    {
-                        for(std::ptrdiff_t z=0;z<dx.shape()[2];z++)
-                        {
-                            double px=(double)dx[y][x][z];
-                            double py=(double)dy[y][x][z];
-                            double ang=atan2(py,px)*(float)180/M_PI;
-                            magnitude[y][x][z]=(std::sqrt(px*px+py*py));
-                            if(ang==180)
-                            angle[y][x][z]=0;
-                            else
-                            angle[y][x][z]=ang<0?180.000+ang:ang;
-                        }
-
-                    }
-                  }
-              }
-              template<typename T,typename U>
-              void calculate_histogram(T &histogram,U&magnitude_view,U&angle_view,int number_of_cells_vertical,int number_of_cells_horizontal,int pixels_per_cell,double number_of_orientations_per_180)
-              {
-                typedef boost::multi_array<double,2> array_type;
-                for(int i=0;i<number_of_cells_vertical;i++)
-                 {
-                    for(int j=0;j<number_of_cells_horizontal;j++)
-                    {
-                        int cell_row_index=i*pixels_per_cell;
-                        int cell_column_index=j*pixels_per_cell;
-                        typedef boost::multi_array_types::index_range range;
-                        array_type::array_view<2>::type magnitude_sub_view =magnitude_view[ boost::indices[range(cell_row_index,cell_row_index+pixels_per_cell)][range(cell_column_index,cell_column_index+pixels_per_cell)]];
-                        array_type::array_view<2>::type angle_sub_view =angle_view[ boost::indices[range(cell_row_index,cell_row_index+pixels_per_cell)][range(cell_column_index,cell_column_index+pixels_per_cell)]];
-
-                        for(array_type::index k=0;k<pixels_per_cell;k++)
-                        {
-                           for(array_type::index m=0;m<pixels_per_cell;m++)
-                           {
-                                 double gradient_magnitude_pixel=magnitude_sub_view[k][m];
-                                 double gradient_direction_pixel=angle_sub_view[k][m];
-                                 int orientation_bin_index=std::trunc(gradient_direction_pixel)/number_of_orientations_per_180;
-                                 histogram[i][j][orientation_bin_index]+=gradient_magnitude_pixel;
-                           }
-                        }
-                        for(auto &u:histogram[i][j])
-                        {
-                          u/=(pixels_per_cell*pixels_per_cell);
-                        }
-                    }
-                 }
-               }
-               template<typename SrcView,typename Grad_X_Matrix>
-               void calculate_horizontal_gradient(SrcView &img_in,Grad_X_Matrix &img_out_view_x,int number_of_channels)
-               {
-                   for(std::ptrdiff_t y=0;y<img_in.height();y++)
-                   {
-                       typename SrcView::x_iterator src_it = img_in.row_begin(y);
-
-                       for(std::ptrdiff_t x=1;x<img_in.width()-1;x++)
-                       {
-
-
-                             for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-                             {
-
-                                 img_out_view_x[y][x][z]=src_it[x+1][z]-src_it[x-1][z];
-                             }
-                       }
-
-                   }
-                   for(std::ptrdiff_t y=0;y<img_in.height();y++)
-                   {
-                     for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-                     {
-                       img_out_view_x[y][0][z]=0;
-                       img_out_view_x[y][img_in.width()-1][z]=0;
-                     }
-
-                   }
-               }
-                template<typename SrcView,typename Grad_Y_Matrix>
-                void calculate_vertical_gradient(SrcView &img_in,Grad_Y_Matrix &img_out_view_y,int number_of_channels)
-                {
-                    for(std::ptrdiff_t y=1;y<img_in.height()-1;y++)
-                    {
-                      typename SrcView::x_iterator src1_it = img_in.row_begin(y-1);
-                      typename SrcView::x_iterator src2_it = img_in.row_begin(y+1);
-                        for(std::ptrdiff_t x=0;x<img_in.width();x++)
-                        {
-                          for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-                          {
-
-                               img_out_view_y[y][x][z]=src2_it[x][z]-src1_it[x][z];
-                          }
-                        }
-
-                    }
-                    for(std::ptrdiff_t x=0;x<img_in.width();x++)
-                   {
-                     for(std::ptrdiff_t z=0;z<number_of_channels;z++)
-                     {
-                       img_out_view_y[0][x][z]=0;
-                       img_out_view_y[img_in.height()-1][x][z]=0;
-                     }
-
-                   }
-                }
-
-              struct node
-              {
-                std::vector<double>arr;
-                //float arr[9];
-              };
-
-
-
-            }
-
-        template<typename SrcView>
-        std::vector<double>hog(SrcView&img_in,int number_of_orientations=9,int pixels_per_cell=8,int cells_per_block=2,bool l1_norm=false,bool l2_norm=true)
-        {
-
-
-            BOOST_ASSERT_MSG(number_of_orientations!=0,"Total orientations must be atleast 1");
-
-
-            int number_of_channels=boost::gil::num_channels<SrcView>::value;
-
-            typedef boost::multi_array<double, 3> array_type;
-            array_type img_out_view_x(extents[img_in.height()][img_in.width()][number_of_channels]);
-            array_type img_out_view_y(extents[img_in.height()][img_in.width()][number_of_channels]);
-
-
-            //calculating gradient along horizontal direction
-            detail::calculate_horizontal_gradient(img_in,img_out_view_x,number_of_channels);
-            detail::calculate_vertical_gradient(img_in,img_out_view_y,number_of_channels);
-             
-
-
-              array_type channel_magnitude_view(extents[img_in.height()][img_in.width()][number_of_channels]);
-              array_type channel_angle_view(extents[img_in.height()][img_in.width()][number_of_channels]);
-              boost::multi_array<double,2> magnitude_view(extents[img_in.height()][img_in.width()]);
-              boost::multi_array<double,2> angle_view(extents[img_in.height()][img_in.width()]);
-
-
-              detail::carttopolar(img_out_view_x,img_out_view_y,channel_magnitude_view,channel_angle_view);
-
-              int total_rows=img_in.height();
-              int total_columns=img_in.width();
-              int number_of_cells_horizontal=(total_columns)/pixels_per_cell;
-              int number_of_cells_vertical=(total_rows)/pixels_per_cell;
-
-              //for multichannel images orientation of each pixel must be set corresponding to the channel with highest gradient magnitude
-              for(std::ptrdiff_t y=0;y<img_in.height();y++)
-              {
-                for(std::ptrdiff_t x=0;x<img_in.width();x++)
-                {
-                    magnitude_view[y][x]=*(std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end()));
-                    angle_view[y][x]=channel_angle_view[y][x][std::max_element(channel_magnitude_view[y][x].begin(),channel_magnitude_view[y][x].end())-channel_magnitude_view[y][x].begin()];
-                }
-              }
-               double number_of_orientations_per_180=(double)180/number_of_orientations;
-
-              array_type histogram(extents[number_of_cells_vertical][number_of_cells_horizontal][number_of_orientations]);
-
-
-            //histogram calculation
-              detail::calculate_histogram(histogram,magnitude_view,angle_view,number_of_cells_vertical,number_of_cells_horizontal,pixels_per_cell,number_of_orientations_per_180);
-
-
-              int n_blocks_row=number_of_cells_vertical-cells_per_block+1;
-              int n_blocks_col=number_of_cells_horizontal-cells_per_block+1;
-              detail::node normalized_histogram[n_blocks_row][n_blocks_col];
-              //block normalization
-              if(l1_norm)
-              {
-                    for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
-                    {
-                         for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
-                         {
-                           double norm=0;
-                            for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
-                            {
-                                for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
-                                {
-
-
-
-                                      for(auto u:histogram[cell_row_index][cell_column_index])
-                                      {
-                                        normalized_histogram[y][x].arr.push_back(u);
-                                        norm+=std::abs(u);
-
-                                      }
-
-
-                                }
-                            }
-
-
-                              if(norm!=0)
-                            {
-
-                                for(auto &u:normalized_histogram[y][x].arr)
-                                {
-                                   u=u/norm;
-                                }
-
-
-                             }
-                          }
-
-                       }
-              }
-
-             else if(l2_norm)
-             {
-                  for(std::ptrdiff_t y=0;y<n_blocks_row;y++)
-                  {
-                     for(std::ptrdiff_t x=0;x<n_blocks_col;x++)
-                     {
-                       double norm_squared=0;
-                        for(std::ptrdiff_t cell_row_index=y;cell_row_index<y+cells_per_block;cell_row_index++)
-                        {
-                            for(std::ptrdiff_t cell_column_index=x;cell_column_index<x+cells_per_block;cell_column_index++)
-                            {
-
-
-
-                                  for(auto u:histogram[cell_row_index][cell_column_index])
-                                  {
-                                    normalized_histogram[y][x].arr.push_back(u);
-                                    norm_squared+=u*u;
-
-                                  }
-
-
-                            }
-                        }
-
-
-                          if(norm_squared!=0)
-                        {
-                          double norm=std::sqrt(norm_squared);
-                          for(auto &u:normalized_histogram[y][x].arr)
-                          {
-                             u=u/norm;
-                          }
-
-
-                       }
-                      }
-
-                   }
-               }
-
-           //calculating the final feature vector that represents the hog feature for the given image
-               std::vector<double>result;
-              for(std::ptrdiff_t block_row_index=0;block_row_index<n_blocks_row;block_row_index++)
-              {
-                  for(std::ptrdiff_t block_column_index=0;block_column_index<n_blocks_col;block_column_index++)
-                  {
-
-                     for(auto u:normalized_histogram[block_row_index][block_column_index].arr)
-                     {
-                        result.push_back(u);
-                     }
-
-                  }
-              }
-
-              return result;
-
-
-         }
-       }
-   }
diff --git a/include/boost/gil/image_processing/hog.hpp b/include/boost/gil/image_processing/hog.hpp
new file mode 100644
index 0000000000..f5a314edb9
--- /dev/null
+++ b/include/boost/gil/image_processing/hog.hpp
@@ -0,0 +1,255 @@
+#ifndef BOOST_GIL_IMAGE_PROCESSING_HOG_HPP
+#define BOOST_GIL_IMAGE_PROCESSING_HOG_HPP
+
+
+#include <boost/core/lightweight_test.hpp>
+#include <boost/gil.hpp>
+#include<bits/stdc++.h>
+#include<boost/gil/extension/io/png.hpp>
+#include<boost/gil/extension/io/tiff.hpp>
+#include<boost/gil/extension/io/jpeg.hpp>
+#include <boost/gil/pixel.hpp>
+#include <boost/gil/concepts/pixel.hpp>
+#include <boost/gil/typedefs.hpp>
+#include<boost/multi_array.hpp>
+#include<boost/assert.hpp>
+#include <boost/gil/color_convert.hpp>
+#include <boost/gil/image_processing/numeric.hpp>
+ //#define PI 3.14159265
+namespace boost { namespace gil {
+namespace detail 
+{
+template < typename T, typename U >
+void carttopolar(const T & dx,const T & dy, U & magnitude, U & angle)
+{
+  //for calculating gradient magnitude and direction, to be used for constructing orientation histogram
+  for (std::ptrdiff_t y = 0; y < dx.shape()[0]; y++) 
+  {
+    for (std::ptrdiff_t x = 0; x < dx.shape()[1]; x++) 
+    {
+      for (std::ptrdiff_t z = 0; z < dx.shape()[2]; z++) 
+      {
+        double px = (double) dx[y][x][z];
+        double py = (double) dy[y][x][z];
+        double ang = atan2(py, px) * (float) 180 / M_PI;
+        magnitude[y][x][z] = (std::sqrt(px * px + py * py));
+        if (ang == 180)
+          angle[y][x][z] = 0;
+        else
+          angle[y][x][z] = ang < 0 ? 180.000 + ang : ang;
+      }
+    }
+  }
+}
+template < typename T, typename U >
+void calculate_histogram(T & histogram, U & magnitude_view, U & angle_view, int number_of_cells_vertical, int number_of_cells_horizontal, int pixels_per_cell, double number_of_orientations_per_180) 
+{
+  typedef boost::multi_array < double, 2 > array_type;
+  for (int i = 0; i < number_of_cells_vertical; i++)
+  {
+    for (int j = 0; j < number_of_cells_horizontal; j++)
+    {
+      int cell_row_index = i * pixels_per_cell;
+      int cell_column_index = j * pixels_per_cell;
+      typedef boost::multi_array_types::index_range range;
+      array_type::array_view < 2 > ::type magnitude_sub_view = magnitude_view[boost::indices[range(cell_row_index, cell_row_index + pixels_per_cell)][range(cell_column_index, cell_column_index + pixels_per_cell)]];
+      array_type::array_view < 2 > ::type angle_sub_view = angle_view[boost::indices[range(cell_row_index, cell_row_index + pixels_per_cell)][range(cell_column_index, cell_column_index + pixels_per_cell)]];
+
+      for (array_type::index k = 0; k < pixels_per_cell; k++) 
+      {
+        for (array_type::index m = 0; m < pixels_per_cell; m++)
+        {
+          double gradient_magnitude_pixel = magnitude_sub_view[k][m];
+          double gradient_direction_pixel = angle_sub_view[k][m];
+          int orientation_bin_index = std::trunc(gradient_direction_pixel) / number_of_orientations_per_180;
+          histogram[i][j][orientation_bin_index] += gradient_magnitude_pixel;
+        }
+      }
+      for (auto & u: histogram[i][j]) 
+      {
+        u /= (pixels_per_cell * pixels_per_cell);
+      }
+    }
+  }
+}
+template < typename SrcView, typename Grad_X_Matrix >
+void calculate_horizontal_gradient(SrcView & img_in, Grad_X_Matrix & img_out_view_x, int number_of_channels)
+{
+  for (std::ptrdiff_t y = 0; y < img_in.height(); y++)
+  {
+    typename SrcView::x_iterator src_it = img_in.row_begin(y);
+    for (std::ptrdiff_t x = 1; x < img_in.width() - 1; x++)
+    {
+      for (std::ptrdiff_t z = 0; z < number_of_channels; z++)
+      {
+        img_out_view_x[y][x][z] = src_it[x + 1][z] - src_it[x - 1][z];
+      }
+    }
+  }
+  for (std::ptrdiff_t y = 0; y < img_in.height(); y++) 
+  {
+    for (std::ptrdiff_t z = 0; z < number_of_channels; z++) 
+    {
+      img_out_view_x[y][0][z] = 0;
+      img_out_view_x[y][img_in.width() - 1][z] = 0;
+    }
+  }
+}
+template < typename SrcView, typename Grad_Y_Matrix >
+void calculate_vertical_gradient(SrcView & img_in, Grad_Y_Matrix & img_out_view_y, int number_of_channels)
+{
+  for (std::ptrdiff_t y = 1; y < img_in.height() - 1; y++) 
+  {
+    typename SrcView::x_iterator src1_it = img_in.row_begin(y - 1);
+    typename SrcView::x_iterator src2_it = img_in.row_begin(y + 1);
+    for (std::ptrdiff_t x = 0; x < img_in.width(); x++) 
+    {
+      for (std::ptrdiff_t z = 0; z < number_of_channels; z++) 
+      {
+        img_out_view_y[y][x][z] = src2_it[x][z] - src1_it[x][z];
+      }
+    }
+  }
+  for (std::ptrdiff_t x = 0; x < img_in.width(); x++)
+  {
+    for (std::ptrdiff_t z = 0; z < number_of_channels; z++)
+    {
+      img_out_view_y[0][x][z] = 0;
+      img_out_view_y[img_in.height() - 1][x][z] = 0;
+    }
+  }
+}
+
+struct node
+{
+ std::vector < double > arr;
+};
+
+}//namespace detail
+
+template < typename SrcView >
+std::vector < double > hog(SrcView & img_in, int number_of_orientations = 9, int pixels_per_cell = 8, int cells_per_block = 2, bool l1_norm = false, bool l2_norm = true)
+{
+
+    BOOST_ASSERT_MSG(number_of_orientations != 0, "Total orientations must be atleast 1");
+
+    int number_of_channels = boost::gil::num_channels < SrcView > ::value;
+
+    typedef boost::multi_array < double, 3 > array_type;
+    array_type img_out_view_x(extents[img_in.height()][img_in.width()][number_of_channels]);
+    array_type img_out_view_y(extents[img_in.height()][img_in.width()][number_of_channels]);
+
+    //calculating gradient along horizontal direction
+    detail::calculate_horizontal_gradient(img_in, img_out_view_x, number_of_channels);
+    detail::calculate_vertical_gradient(img_in, img_out_view_y, number_of_channels);
+
+    array_type channel_magnitude_view(extents[img_in.height()][img_in.width()][number_of_channels]);
+    array_type channel_angle_view(extents[img_in.height()][img_in.width()][number_of_channels]);
+    boost::multi_array < double, 2 > magnitude_view(extents[img_in.height()][img_in.width()]);
+    boost::multi_array < double, 2 > angle_view(extents[img_in.height()][img_in.width()]);
+
+    detail::carttopolar(img_out_view_x, img_out_view_y, channel_magnitude_view, channel_angle_view);
+
+    int total_rows = img_in.height();
+    int total_columns = img_in.width();
+    int number_of_cells_horizontal = (total_columns) / pixels_per_cell;
+    int number_of_cells_vertical = (total_rows) / pixels_per_cell;
+
+    //for multichannel images orientation of each pixel must be set corresponding to the channel with highest gradient magnitude
+    for (std::ptrdiff_t y = 0; y < img_in.height(); y++) 
+    {
+      for (std::ptrdiff_t x = 0; x < img_in.width(); x++)
+      {
+        magnitude_view[y][x] = * (std::max_element(channel_magnitude_view[y][x].begin(), channel_magnitude_view[y][x].end()));
+        angle_view[y][x] = channel_angle_view[y][x][std::max_element(channel_magnitude_view[y][x].begin(), channel_magnitude_view[y][x].end()) - channel_magnitude_view[y][x].begin()];
+      }
+    }
+    double number_of_orientations_per_180 = (double) 180 / number_of_orientations;
+
+    array_type histogram(extents[number_of_cells_vertical][number_of_cells_horizontal][number_of_orientations]);
+    //histogram calculation
+    detail::calculate_histogram(histogram, magnitude_view, angle_view, number_of_cells_vertical, number_of_cells_horizontal, pixels_per_cell, number_of_orientations_per_180);
+    int n_blocks_row = number_of_cells_vertical - cells_per_block + 1;
+    int n_blocks_col = number_of_cells_horizontal - cells_per_block + 1;
+    detail::node normalized_histogram[n_blocks_row][n_blocks_col];
+    //block normalization
+    if (l1_norm)
+    {
+      for (std::ptrdiff_t y = 0; y < n_blocks_row; y++)
+      {
+        for (std::ptrdiff_t x = 0; x < n_blocks_col; x++) 
+        {
+          double norm = 0;
+          for (std::ptrdiff_t cell_row_index = y; cell_row_index < y + cells_per_block; cell_row_index++)
+          {
+            for (std::ptrdiff_t cell_column_index = x; cell_column_index < x + cells_per_block; cell_column_index++) 
+            {
+
+              for (auto u: histogram[cell_row_index][cell_column_index])
+              {
+                normalized_histogram[y][x].arr.push_back(u);
+                norm += std::abs(u);
+              }
+
+            }
+          }
+              if (norm != 0)
+              {
+
+                for (auto & u: normalized_histogram[y][x].arr) 
+                {
+                  u = u / norm;
+                }
+              }
+           }
+         }
+      } 
+     else if (l2_norm) 
+     {
+      for (std::ptrdiff_t y = 0; y < n_blocks_row; y++) 
+      {
+        for (std::ptrdiff_t x = 0; x < n_blocks_col; x++)
+        {
+          double norm_squared = 0;
+          for (std::ptrdiff_t cell_row_index = y; cell_row_index < y + cells_per_block; cell_row_index++) 
+          {
+            for (std::ptrdiff_t cell_column_index = x; cell_column_index < x + cells_per_block; cell_column_index++) 
+            {
+              for (auto u: histogram[cell_row_index][cell_column_index]) 
+              {
+                normalized_histogram[y][x].arr.push_back(u);
+                norm_squared += u * u;
+              }
+            }
+          }
+          if (norm_squared != 0) 
+          {
+            double norm = std::sqrt(norm_squared);
+            for (auto & u: normalized_histogram[y][x].arr) 
+            {
+              u = u / norm;
+            }
+          }
+        }
+       }
+      }
+
+//calculating the final feature vector that represents the hog feature for the given image
+      std::vector < double > result;
+      for (std::ptrdiff_t block_row_index = 0; block_row_index < n_blocks_row; block_row_index++) 
+      {
+        for (std::ptrdiff_t block_column_index = 0; block_column_index < n_blocks_col; block_column_index++) 
+        {
+            for (auto u: normalized_histogram[block_row_index][block_column_index].arr) 
+            {
+              result.push_back(u);
+            }
+         }
+      }
+
+return result;
+
+}
+}} //namespace boost::gil
+
+#endif