Open Source Computer Vision Library https://opencv.org/
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#include <iostream>
#include <cstring>
#include "opencv2/core.hpp"
#include "opencv2/imgproc.hpp"
#include "opencv2/highgui.hpp"
#include "opencv2/ocl.hpp"
#include "opencv2/bioinspired.hpp"
using namespace cv;
using namespace cv::ocl;
using namespace std;
const int total_loop_count = 50;
static void help(CommandLineParser cmd, const String& errorMessage)
{
cout << errorMessage << endl;
cout << "Avaible options:" << endl;
cmd.printMessage();
}
int main(int argc, char* argv[])
{
//set this to save kernel compile time from second time you run
ocl::setBinaryDiskCache();
const char* keys =
"{ h | help | false | print help message }"
"{ c | cpu | false | use cpu (original version) or gpu(OpenCL) to process the image }"
"{ i | image | cat.jpg | specify the input image }";
CommandLineParser cmd(argc, argv, keys);
if(cmd.get<bool>("help"))
{
help(cmd, "Usage: ./retina_ocl [options]");
return EXIT_FAILURE;
}
String fname = cmd.get<String>("i");
bool useCPU = cmd.get<bool>("c");
cv::Mat input = imread(fname);
if(input.empty())
{
help(cmd, "Error opening: " + fname);
return EXIT_FAILURE;
}
//////////////////////////////////////////////////////////////////////////////
// Program start in a try/catch safety context (Retina may throw errors)
try
{
// create a retina instance with default parameters setup, uncomment the initialisation you wanna test
cv::Ptr<cv::bioinspired::Retina> oclRetina;
cv::Ptr<cv::bioinspired::Retina> retina;
// declare retina output buffers
cv::ocl::oclMat retina_parvo_ocl;
cv::ocl::oclMat retina_magno_ocl;
cv::Mat retina_parvo;
cv::Mat retina_magno;
if(useCPU)
{
retina = cv::bioinspired::createRetina(input.size());
retina->clearBuffers();
}
else
{
oclRetina = cv::bioinspired::createRetina_OCL(input.size());
oclRetina->clearBuffers();
}
int64 temp_time = 0, total_time = 0;
int loop_counter = 0;
for(; loop_counter <= total_loop_count; ++loop_counter)
{
if(useCPU)
{
temp_time = cv::getTickCount();
retina->run(input);
retina->getParvo(retina_parvo);
retina->getMagno(retina_magno);
}
else
{
cv::ocl::oclMat input_ocl(input);
temp_time = cv::getTickCount();
oclRetina->run(input_ocl);
oclRetina->getParvo(retina_parvo_ocl);
oclRetina->getMagno(retina_magno_ocl);
}
// will not count the first loop, which is considered as warm-up period
if(loop_counter > 0)
{
temp_time = (cv::getTickCount() - temp_time);
total_time += temp_time;
printf("Frame id %2d: %3.4fms\n", loop_counter, (double)temp_time / cv::getTickFrequency() * 1000.0);
}
if(!useCPU)
{
retina_parvo = retina_parvo_ocl;
retina_magno = retina_magno_ocl;
}
cv::imshow("retina input", input);
cv::imshow("Retina Parvo", retina_parvo);
cv::imshow("Retina Magno", retina_magno);
cv::waitKey(10);
}
printf("Average: %.4fms\n", (double)total_time / total_loop_count / cv::getTickFrequency() * 1000.0);
}
catch(cv::Exception e)
{
std::cerr << "Error using Retina : " << e.what() << std::endl;
}
// Program end message
std::cout << "Retina demo end" << std::endl;
return EXIT_SUCCESS;
}