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/*******************************************************************************************************************
Author : Kevin George
-> Syntax- extractHOGFeatures("cellsize",..., "BlockSize",...,
"BlockOverlap",..., "NumBins",...)
-> NumBins is strictly of integer type
********************************************************************************************************************/
#include <numeric>
#include <string.h>
#include <math.h>
#include <iostream>
#include <bits/stdc++.h>
#include "opencv2/core/core.hpp"
#include "opencv2/highgui/highgui.hpp"
#include "opencv2/opencv.hpp"
#include "opencv2/imgproc/imgproc.hpp"
#include <opencv2/objdetect/objdetect.hpp>
using namespace cv;
using namespace std;
extern "C"
{
#include "api_scilab.h"
#include "Scierror.h"
#include "BOOL.h"
#include <localization.h>
#include "sciprint.h"
#include "../common.h"
int opencv_extractHOGFeatures(char *fname, unsigned long fname_len)
{
//Error variables
SciErr sciErr;
int intErr = 0;
//-> Mat containers for images
Mat img;
Mat img_gray;
//-> Address of Various Arguments
int *piAddr = NULL;
//int *piAddr2 = NULL;
//-> Local variables
int num_InputArgs; //-> gives total number of arguments
int iRows, iCols;
int featureVector_size;
int *piLen = NULL;
char **pstData = NULL; //-> why double pointer?? and what is it
char *currentArg = NULL; //-> Stores current string representing 'name' of name,value pair arguments
bool *providedArgs = NULL; //-> Used to check that optional argument is not entered more than once
double *featureVector;
//-> Name,Value pair variables
double *CellSize = NULL; //->
double *BlockSize = NULL; //->
double *BlockOverlap = NULL; //->
/*Size CellSize ; //->
Size BlockSize ; //->
Size BlockOverlap ; //-> */
int NumBins = 9; //-> In docs, it must be int type
//vector< int> CellSize; CellSize.push_back(8); CellSize.push_back(8);
//-> Checks the number of arguments
//-> pvApiCtx is a Scilab environment pointer
//-> Checks number of input and output arguments
CheckInputArgument(pvApiCtx, 1, 5);
CheckOutputArgument(pvApiCtx, 1, 5);
//-> Read Image
retrieveImage( img, 1);
//-> Count number of input arguments
num_InputArgs = *getNbInputArgument(pvApiCtx);
providedArgs = (bool*) malloc(sizeof(bool) * 5);
//-> Based on number of input arguments
//************************************************************ Optional Input Arguments *************************************************
vector<KeyPoint> Points;
//************************************************ Retrieval of Name, Value Argument Pair *************************************************
for(int iter = 2; iter<= num_InputArgs; iter++)
{
//-> Getting address of next argument
sciErr = getVarAddressFromPosition(pvApiCtx, iter, &piAddr);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
//-> Extracting name of next argument takes three calls to getMatrixOfString
//-> First call to get rows and columns
sciErr = getMatrixOfString(pvApiCtx, piAddr, &iRows, &iCols, NULL, NULL);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
piLen = (int*) malloc(sizeof(int) * iRows * iCols);
//-> Second call to retrieve length of each string
sciErr = getMatrixOfString(pvApiCtx, piAddr, &iRows, &iCols, piLen, NULL);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
pstData = (char**) malloc(sizeof(char*) * iRows * iCols);
for(int iterPstData = 0; iterPstData < iRows * iCols; iterPstData++)
{
pstData[iterPstData] = (char*) malloc(sizeof(char) * piLen[iterPstData] + 1);
}
//-> Third call to retrieve data
sciErr = getMatrixOfString(pvApiCtx, piAddr, &iRows, &iCols, piLen, pstData);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
currentArg = pstData[0];
free(pstData);
iRows=0;
iCols=0;
free(piLen);
//****************************************************** Name,Value - Cellsize *****************************************************************
if(strcmp(currentArg, "CellSize")==0)
{
if(iter+1<= num_InputArgs && !providedArgs[0])
{
sciErr = getVarAddressFromPosition(pvApiCtx, ++iter, &piAddr);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
sciErr = getMatrixOfDouble(pvApiCtx, piAddr, &iRows, &iCols, &CellSize);
if(sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
if(iRows*iCols!=2)
{
Scierror(999,"Invalid Argument\n");
return 0;
}
//-> Checking if values are in proper range. Same for all optional arguments
if(CellSize[0]<0 || CellSize[1]<0)
{
sciprint("Arguments cannot be negative\n");
return 0;
}
providedArgs[0] = 1;
}
else if(providedArgs[0]) // Send an error message if an argument is provided more than once. Same for all optional arguments.
{
Scierror(999, "Please provide optional arguments only once.\n");
return 0;
}
else // Send an error message if name of argument is given but type is incorrect. Same for all optional arguments.
{
Scierror(999, "Incorrect number of arguments provided. Please check the documentation for more information.\n");
return 0;
}
}
//************************************** Name,Value - BlockSize ************************************
else if(strcmp(currentArg, "BlockSize")==0)
{
if(iter+1<= num_InputArgs && !providedArgs[1])
{
sciErr = getVarAddressFromPosition(pvApiCtx, ++iter, &piAddr);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
sciErr = getMatrixOfDouble(pvApiCtx, piAddr, &iRows, &iCols, &BlockSize);
if(sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
if(iRows*iCols!=2)
{
Scierror(999,"Invalid Argument\n");
return 0;
}
//-> Checking if values are in proper range. Same for all optional arguments
if(BlockSize[0]<0 || BlockSize[1]<0)
{
sciprint("Arguments cannot be negative\n");
return 0;
}
providedArgs[1] = 1;
}
else if(providedArgs[1]) // Send an error message if an argument is provided more than once. Same for all optional arguments.
{
Scierror(999, "Please provide optional arguments only once.\n");
return 0;
}
else // Send an error message if name of argument is given but type is incorrect. Same for all optional arguments.
{
Scierror(999, "Incorrect number of arguments provided. Please check the documentation for more information.\n");
return 0;
}
}
//********************************************* Name,Value - BlockOverlap ************************************************
else if(strcmp(currentArg, "BlockOverlap")==0)
{
if(iter+1<= num_InputArgs && !providedArgs[2])
{
sciErr = getVarAddressFromPosition(pvApiCtx, ++iter, &piAddr);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
sciErr = getMatrixOfDouble(pvApiCtx, piAddr, &iRows, &iCols, &BlockOverlap);
if(sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
if(iRows*iCols!=2)
{
Scierror(999,"Invalid Argument\n");
return 0;
}
//-> Checking if values are in proper range. Same for all optional arguments
if(BlockOverlap[0]<0 || BlockOverlap[1]<0)
{
sciprint("Arguments cannot be negative\n");
return 0;
}
providedArgs[2] = 1;
}
else if(providedArgs[2]) // Send an error message if an argument is provided more than once. Same for all optional arguments.
{
Scierror(999, "Please provide optional arguments only once.\n");
return 0;
}
else // Send an error message if name of argument is given but type is incorrect. Same for all optional arguments.
{
Scierror(999, "Incorrect number of arguments provided. Please check the documentation for more information.\n");
return 0;
}
}
//*********************************************** *********** Name,Value - NumBins **********************************************************************
else if(strcmp(currentArg, "NumBins")==0)
{
if(iter+1<= num_InputArgs && !providedArgs[3])
{
sciErr = getVarAddressFromPosition(pvApiCtx, ++iter, &piAddr);
if (sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
intErr = getScalarInteger32(pvApiCtx, piAddr, &NumBins);
if(intErr)
{
return intErr;
}
if( NumBins<= 0)
{
Scierror(999, "Error: Please provide proper value for \"%s\". Permissible values must be more than zero.\n", currentArg);
return 0;
}
providedArgs[3] = 1;
}
else if(providedArgs[3])
{
Scierror(999, "Please provide optional arguments only once.\n");
return 0;
}
else
{
Scierror(999, "Incorrect number of arguments provided. Please check the documentation for more information.\n");
return 0;
}
}
else
{
Scierror(999, "Incorrect Name type. Please re-enter the correct Name-Value pair arguments\n");
return 0;
}
}//-> Brace for closing for loop
//******************************************************** Giving Default Arguments *******************************************************************
if(providedArgs[0] == 0)
{
CellSize = (double*) malloc(sizeof(double)*2);
CellSize[0] = 8;
CellSize[1] = 8;
}
if(providedArgs[1] == 0)
{
BlockSize = (double*) malloc(sizeof(double)*2);
BlockSize[0] = 16;
BlockSize[1] = 16;
}
if(providedArgs[2] == 0)
{
BlockOverlap = (double*) malloc(sizeof(double)*2);
BlockOverlap[0] = 8;
BlockOverlap[1] = 8;
}
if(providedArgs[3] == 0)
{
NumBins = 9;
}
//**************************************************************Actual Processing*******************************************************************************
//-> resizing
//resize(img, img, Size(64,48) );
resize(img, img, Size(64,128) );
//-> Convert to grayscale(Necessary Step)
cvtColor(img, img_gray, CV_RGB2GRAY);
//-> CellSize (8,8) is only supported size
// in opencv 2.4.9
//HOGDescriptor d( Size(64,128), Size(16,16), Size(8,8), Size(8,8), 9);
HOGDescriptor d(Size(64,128), Size(BlockSize[0],BlockSize[1]), Size(BlockOverlap[0],BlockOverlap[1]),Size(CellSize[0],CellSize[1]), NumBins);
//-> This is our descriptor vector
vector<float> descriptorsValues;
vector< Point> locations ;
d.compute( img_gray, descriptorsValues, Size(32,32), Size(0,0), locations);
//-> Displaying feature vector size
//sciprint("%d\n",descriptorsValues.size());
//for(int i =0; i<descriptorsValues.size();i++)
// sciprint("%f\t", descriptorsValues[i]);
//cout<< descriptorsValues[i]<< "\t";*/
//sciprint("%d\n",locations.size());
featureVector_size = descriptorsValues.size();
featureVector = (double*) malloc(sizeof(double)*featureVector_size); //doesn't have floating point
for(int i=0; i<featureVector_size; i++)
{
featureVector[i] = descriptorsValues[i];
}
//************************************************************ Output **************************************************************************
sciErr = createMatrixOfDouble(pvApiCtx, nbInputArgument(pvApiCtx)+1, featureVector_size, 1, featureVector);
if(sciErr.iErr)
{
printError(&sciErr, 0);
return 0;
}
//-> Returning Output
AssignOutputVariable(pvApiCtx, 1) = nbInputArgument(pvApiCtx)+1;
ReturnArguments(pvApiCtx);
return 0;
}
}
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