Open Source Computer Vision Library https://opencv.org/
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#include <iostream>
#include <stdexcept>
//wrappers
#include "ivx.hpp"
//OpenCV includes
#include "opencv2/core.hpp"
#include "opencv2/imgproc.hpp"
#include "opencv2/imgcodecs.hpp"
#include "opencv2/highgui.hpp"
enum UserMemoryMode
{
COPY, USER_MEM, MAP
};
ivx::Graph createProcessingGraph(ivx::Image& inputImage, ivx::Image& outputImage);
int ovxDemo(std::string inputPath, UserMemoryMode mode);
ivx::Graph createProcessingGraph(ivx::Image& inputImage, ivx::Image& outputImage)
{
using namespace ivx;
Context context = inputImage.get<Context>();
Graph graph = Graph::create(context);
vx_uint32 width = inputImage.width();
vx_uint32 height = inputImage.height();
// Intermediate images
Image
yuv = Image::createVirtual(graph, 0, 0, VX_DF_IMAGE_YUV4),
gray = Image::createVirtual(graph),
smoothed = Image::createVirtual(graph),
cannied = Image::createVirtual(graph),
halfImg = Image::create(context, width, height, VX_DF_IMAGE_U8),
halfCanny = Image::create(context, width, height, VX_DF_IMAGE_U8);
// Constants
vx_uint32 threshCannyMin = 127;
vx_uint32 threshCannyMax = 192;
Threshold threshCanny = Threshold::createRange(context, VX_TYPE_UINT8, threshCannyMin, threshCannyMax);
ivx::Scalar alpha = ivx::Scalar::create<VX_TYPE_FLOAT32>(context, 0.5);
// Sequence of some image operations
Node::create(graph, VX_KERNEL_COLOR_CONVERT, inputImage, yuv);
Node::create(graph, VX_KERNEL_CHANNEL_EXTRACT, yuv,
ivx::Scalar::create<VX_TYPE_ENUM>(context, VX_CHANNEL_Y), gray);
//node can also be added in function-like style
nodes::gaussian3x3(graph, gray, smoothed);
Node::create(graph, VX_KERNEL_CANNY_EDGE_DETECTOR, smoothed, threshCanny,
ivx::Scalar::create<VX_TYPE_INT32>(context, 3),
ivx::Scalar::create<VX_TYPE_ENUM>(context, VX_NORM_L2), cannied);
Node::create(graph, VX_KERNEL_ACCUMULATE_WEIGHTED, gray, alpha, halfImg);
Node::create(graph, VX_KERNEL_ACCUMULATE_WEIGHTED, cannied, alpha, halfCanny);
Node::create(graph, VX_KERNEL_ADD, halfImg, halfCanny,
ivx::Scalar::create<VX_TYPE_ENUM>(context, VX_CONVERT_POLICY_SATURATE), outputImage);
graph.verify();
return graph;
}
int ovxDemo(std::string inputPath, UserMemoryMode mode)
{
using namespace cv;
using namespace ivx;
Mat frame;
VideoCapture vc(inputPath);
if (!vc.isOpened())
return -1;
vc >> frame;
if (frame.empty()) return -1;
//check frame format
if (frame.type() != CV_8UC3) return -1;
try
{
Context context = Context::create();
//put user data from cv::Mat to vx_image
vx_df_image color = Image::matTypeToFormat(frame.type());
vx_uint32 width = frame.cols, height = frame.rows;
Image ivxImage;
if (mode == COPY)
{
ivxImage = Image::create(context, width, height, color);
}
else
{
ivxImage = Image::createFromHandle(context, color, Image::createAddressing(frame), frame.data);
}
Image ivxResult;
Mat output;
if (mode == COPY || mode == MAP)
{
//we will copy or map data from vx_image to cv::Mat
ivxResult = ivx::Image::create(context, width, height, VX_DF_IMAGE_U8);
}
else // if (mode == MAP_TO_VX)
{
//create vx_image based on user data, no copying required
output = cv::Mat(height, width, CV_8U, cv::Scalar(0));
ivxResult = Image::createFromHandle(context, Image::matTypeToFormat(CV_8U),
Image::createAddressing(output), output.data);
}
Graph graph = createProcessingGraph(ivxImage, ivxResult);
bool stop = false;
while (!stop)
{
if (mode == COPY) ivxImage.copyFrom(0, frame);
// Graph execution
graph.process();
//getting resulting image in cv::Mat
Image::Patch resultPatch;
std::vector<void*> ptrs;
std::vector<void*> prevPtrs(ivxResult.planes());
if (mode == COPY)
{
ivxResult.copyTo(0, output);
}
else if (mode == MAP)
{
//create cv::Mat based on vx_image mapped data
resultPatch.map(ivxResult, 0, ivxResult.getValidRegion(), VX_READ_AND_WRITE);
//generally this is very bad idea!
//but in our case unmap() won't happen until output is in use
output = resultPatch.getMat();
}
else // if(mode == MAP_TO_VX)
{
#ifdef VX_VERSION_1_1
//we should take user memory back from vx_image before using it (even before reading)
ivxResult.swapHandle(ptrs, prevPtrs);
#endif
}
//here output goes
imshow("press q to quit", output);
if ((char)waitKey(1) == 'q') stop = true;
#ifdef VX_VERSION_1_1
//restore handle
if (mode == USER_MEM)
{
ivxResult.swapHandle(prevPtrs, ptrs);
}
#endif
//this line is unnecessary since unmapping is done on destruction of patch
//resultPatch.unmap();
//grab next frame
Mat temp = frame;
vc >> frame;
if (frame.empty()) stop = true;
if (mode != COPY && frame.data != temp.data)
{
//frame was reallocated, pointer to data changed
frame.copyTo(temp);
}
}
destroyAllWindows();
#ifdef VX_VERSION_1_1
if (mode != COPY)
{
//we should take user memory back before release
//(it's not done automatically according to standard)
ivxImage.swapHandle();
if (mode == USER_MEM) ivxResult.swapHandle();
}
#endif
}
catch (const ivx::RuntimeError& e)
{
std::cerr << "Error: code = " << e.status() << ", message = " << e.what() << std::endl;
return e.status();
}
catch (const ivx::WrapperError& e)
{
std::cerr << "Error: message = " << e.what() << std::endl;
return -1;
}
return 0;
}
int main(int argc, char *argv[])
{
const std::string keys =
"{help h usage ? | | }"
"{video | <none> | video file to be processed}"
"{mode | copy | user memory interaction mode: \n"
"copy: create VX images and copy data to/from them\n"
"user_mem: use handles to user-allocated memory\n"
"map: map resulting VX image to user memory}"
;
cv::CommandLineParser parser(argc, argv, keys);
parser.about("OpenVX interoperability sample demonstrating OpenVX wrappers usage."
"The application opens a video and processes it with OpenVX graph while outputting result in a window");
if (parser.has("help"))
{
parser.printMessage();
return 0;
}
std::string videoPath = parser.get<std::string>("video");
std::string modeString = parser.get<std::string>("mode");
UserMemoryMode mode;
if(modeString == "copy")
{
mode = COPY;
}
else if(modeString == "user_mem")
{
mode = USER_MEM;
}
else if(modeString == "map")
{
mode = MAP;
}
else
{
std::cerr << modeString << ": unknown memory mode" << std::endl;
return -1;
}
if (!parser.check())
{
parser.printErrors();
return -1;
}
return ovxDemo(videoPath, mode);
}