Open Source Computer Vision Library https://opencv.org/
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.

379 lines
12 KiB

#include <iostream>
#include <stdexcept>
//OpenVX includes
#include <VX/vx.h>
//OpenCV includes
#include "opencv2/core.hpp"
#include "opencv2/imgproc.hpp"
#include "opencv2/imgcodecs.hpp"
#include "opencv2/highgui.hpp"
#ifndef VX_VERSION_1_1
const vx_enum VX_IMAGE_FORMAT = VX_IMAGE_ATTRIBUTE_FORMAT;
const vx_enum VX_IMAGE_WIDTH = VX_IMAGE_ATTRIBUTE_WIDTH;
const vx_enum VX_IMAGE_HEIGHT = VX_IMAGE_ATTRIBUTE_HEIGHT;
const vx_enum VX_MEMORY_TYPE_HOST = VX_IMPORT_TYPE_HOST;
const vx_enum VX_MEMORY_TYPE_NONE = VX_IMPORT_TYPE_NONE;
const vx_enum VX_THRESHOLD_THRESHOLD_VALUE = VX_THRESHOLD_ATTRIBUTE_THRESHOLD_VALUE;
const vx_enum VX_THRESHOLD_THRESHOLD_LOWER = VX_THRESHOLD_ATTRIBUTE_THRESHOLD_LOWER;
const vx_enum VX_THRESHOLD_THRESHOLD_UPPER = VX_THRESHOLD_ATTRIBUTE_THRESHOLD_UPPER;
typedef uintptr_t vx_map_id;
#endif
enum UserMemoryMode
{
COPY, USER_MEM
};
vx_image convertCvMatToVxImage(vx_context context, cv::Mat image, bool toCopy)
{
if (!(!image.empty() && image.dims <= 2 && image.channels() == 1))
throw std::runtime_error("Invalid format");
vx_uint32 width = image.cols;
vx_uint32 height = image.rows;
vx_df_image color;
switch (image.depth())
{
case CV_8U:
color = VX_DF_IMAGE_U8;
break;
case CV_16U:
color = VX_DF_IMAGE_U16;
break;
case CV_16S:
color = VX_DF_IMAGE_S16;
break;
case CV_32S:
color = VX_DF_IMAGE_S32;
break;
default:
throw std::runtime_error("Invalid format");
break;
}
vx_imagepatch_addressing_t addr;
addr.dim_x = width;
addr.dim_y = height;
addr.stride_x = (vx_uint32)image.elemSize();
addr.stride_y = (vx_uint32)image.step.p[0];
vx_uint8* ovxData = image.data;
vx_image ovxImage;
if (toCopy)
{
ovxImage = vxCreateImage(context, width, height, color);
if (vxGetStatus((vx_reference)ovxImage) != VX_SUCCESS)
throw std::runtime_error("Failed to create image");
vx_rectangle_t rect;
vx_status status = vxGetValidRegionImage(ovxImage, &rect);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to get valid region");
#ifdef VX_VERSION_1_1
status = vxCopyImagePatch(ovxImage, &rect, 0, &addr, ovxData, VX_WRITE_ONLY, VX_MEMORY_TYPE_HOST);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to copy image patch");
#else
status = vxAccessImagePatch(ovxImage, &rect, 0, &addr, (void**)&ovxData, VX_WRITE_ONLY);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to access image patch");
status = vxCommitImagePatch(ovxImage, &rect, 0, &addr, ovxData);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to commit image patch");
#endif
}
else
{
ovxImage = vxCreateImageFromHandle(context, color, &addr, (void**)&ovxData, VX_MEMORY_TYPE_HOST);
if (vxGetStatus((vx_reference)ovxImage) != VX_SUCCESS)
throw std::runtime_error("Failed to create image from handle");
}
return ovxImage;
}
cv::Mat copyVxImageToCvMat(vx_image ovxImage)
{
vx_status status;
vx_df_image df_image = 0;
vx_uint32 width, height;
status = vxQueryImage(ovxImage, VX_IMAGE_FORMAT, &df_image, sizeof(vx_df_image));
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to query image");
status = vxQueryImage(ovxImage, VX_IMAGE_WIDTH, &width, sizeof(vx_uint32));
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to query image");
status = vxQueryImage(ovxImage, VX_IMAGE_HEIGHT, &height, sizeof(vx_uint32));
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to query image");
if (!(width > 0 && height > 0)) throw std::runtime_error("Invalid format");
int depth;
switch (df_image)
{
case VX_DF_IMAGE_U8:
depth = CV_8U;
break;
case VX_DF_IMAGE_U16:
depth = CV_16U;
break;
case VX_DF_IMAGE_S16:
depth = CV_16S;
break;
case VX_DF_IMAGE_S32:
depth = CV_32S;
break;
default:
throw std::runtime_error("Invalid format");
break;
}
cv::Mat image(height, width, CV_MAKE_TYPE(depth, 1));
vx_rectangle_t rect;
rect.start_x = rect.start_y = 0;
rect.end_x = width; rect.end_y = height;
vx_imagepatch_addressing_t addr;
addr.dim_x = width;
addr.dim_y = height;
addr.stride_x = (vx_uint32)image.elemSize();
addr.stride_y = (vx_uint32)image.step.p[0];
vx_uint8* matData = image.data;
#ifdef VX_VERSION_1_1
status = vxCopyImagePatch(ovxImage, &rect, 0, &addr, matData, VX_READ_ONLY, VX_MEMORY_TYPE_HOST);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to copy image patch");
#else
status = vxAccessImagePatch(ovxImage, &rect, 0, &addr, (void**)&matData, VX_READ_ONLY);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to access image patch");
status = vxCommitImagePatch(ovxImage, &rect, 0, &addr, matData);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to commit image patch");
#endif
return image;
}
void swapVxImage(vx_image ovxImage)
{
#ifdef VX_VERSION_1_1
vx_status status;
vx_memory_type_e memType;
status = vxQueryImage(ovxImage, VX_IMAGE_MEMORY_TYPE, &memType, sizeof(vx_memory_type_e));
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to query image");
if (memType == VX_MEMORY_TYPE_NONE)
{
//was created by copying user data
throw std::runtime_error("Image wasn't created from user handle");
}
else
{
//was created from user handle
status = vxSwapImageHandle(ovxImage, NULL, NULL, 0);
if (status != VX_SUCCESS)
throw std::runtime_error("Failed to swap image handle");
}
#else
//not supported until OpenVX 1.1
(void) ovxImage;
#endif
}
vx_status createProcessingGraph(vx_image inputImage, vx_image outputImage, vx_graph& graph)
{
vx_status status;
vx_context context = vxGetContext((vx_reference)inputImage);
status = vxGetStatus((vx_reference)context);
if(status != VX_SUCCESS) return status;
graph = vxCreateGraph(context);
status = vxGetStatus((vx_reference)graph);
if (status != VX_SUCCESS) return status;
vx_uint32 width, height;
status = vxQueryImage(inputImage, VX_IMAGE_WIDTH, &width, sizeof(vx_uint32));
if (status != VX_SUCCESS) return status;
status = vxQueryImage(inputImage, VX_IMAGE_HEIGHT, &height, sizeof(vx_uint32));
if (status != VX_SUCCESS) return status;
// Intermediate images
vx_image
smoothed = vxCreateVirtualImage(graph, 0, 0, VX_DF_IMAGE_VIRT),
cannied = vxCreateVirtualImage(graph, 0, 0, VX_DF_IMAGE_VIRT),
halfImg = vxCreateImage(context, width, height, VX_DF_IMAGE_U8),
halfCanny = vxCreateImage(context, width, height, VX_DF_IMAGE_U8);
vx_image virtualImages[] = {smoothed, cannied, halfImg, halfCanny};
for(size_t i = 0; i < sizeof(virtualImages)/sizeof(vx_image); i++)
{
status = vxGetStatus((vx_reference)virtualImages[i]);
if (status != VX_SUCCESS) return status;
}
// Constants
vx_uint32 threshValue = 50;
vx_threshold thresh = vxCreateThreshold(context, VX_THRESHOLD_TYPE_BINARY, VX_TYPE_UINT8);
vxSetThresholdAttribute(thresh, VX_THRESHOLD_THRESHOLD_VALUE,
&threshValue, sizeof(threshValue));
vx_uint32 threshCannyMin = 127;
vx_uint32 threshCannyMax = 192;
vx_threshold threshCanny = vxCreateThreshold(context, VX_THRESHOLD_TYPE_RANGE, VX_TYPE_UINT8);
vxSetThresholdAttribute(threshCanny, VX_THRESHOLD_THRESHOLD_LOWER, &threshCannyMin,
sizeof(threshCannyMin));
vxSetThresholdAttribute(threshCanny, VX_THRESHOLD_THRESHOLD_UPPER, &threshCannyMax,
sizeof(threshCannyMax));
vx_float32 alphaValue = 0.5;
vx_scalar alpha = vxCreateScalar(context, VX_TYPE_FLOAT32, &alphaValue);
// Sequence of meaningless image operations
vx_node nodes[] = {
vxGaussian3x3Node(graph, inputImage, smoothed),
vxCannyEdgeDetectorNode(graph, smoothed, threshCanny, 3, VX_NORM_L2, cannied),
vxAccumulateWeightedImageNode(graph, inputImage, alpha, halfImg),
vxAccumulateWeightedImageNode(graph, cannied, alpha, halfCanny),
vxAddNode(graph, halfImg, halfCanny, VX_CONVERT_POLICY_SATURATE, outputImage)
};
for (size_t i = 0; i < sizeof(nodes) / sizeof(vx_node); i++)
{
status = vxGetStatus((vx_reference)nodes[i]);
if (status != VX_SUCCESS) return status;
}
status = vxVerifyGraph(graph);
return status;
}
int ovxDemo(std::string inputPath, UserMemoryMode mode)
{
cv::Mat image = cv::imread(inputPath, cv::IMREAD_GRAYSCALE);
if (image.empty()) return -1;
//check image format
if (image.depth() != CV_8U || image.channels() != 1) return -1;
vx_status status;
vx_context context = vxCreateContext();
status = vxGetStatus((vx_reference)context);
if (status != VX_SUCCESS) return status;
//put user data from cv::Mat to vx_image
vx_image ovxImage;
ovxImage = convertCvMatToVxImage(context, image, mode == COPY);
vx_uint32 width = image.cols, height = image.rows;
vx_image ovxResult;
cv::Mat output;
if (mode == COPY)
{
//we will copy data from vx_image to cv::Mat
ovxResult = vxCreateImage(context, width, height, VX_DF_IMAGE_U8);
if (vxGetStatus((vx_reference)ovxResult) != VX_SUCCESS)
throw std::runtime_error("Failed to create image");
}
else
{
//create vx_image based on user data, no copying required
output = cv::Mat(height, width, CV_8U, cv::Scalar(0));
ovxResult = convertCvMatToVxImage(context, output, false);
}
vx_graph graph;
status = createProcessingGraph(ovxImage, ovxResult, graph);
if (status != VX_SUCCESS) return status;
// Graph execution
status = vxProcessGraph(graph);
if (status != VX_SUCCESS) return status;
//getting resulting image in cv::Mat
if (mode == COPY)
{
output = copyVxImageToCvMat(ovxResult);
}
else
{
//we should take user memory back from vx_image before using it (even before reading)
swapVxImage(ovxResult);
}
//here output goes
cv::imshow("processing result", output);
cv::waitKey(0);
//we need to take user memory back before releasing the image
if (mode == USER_MEM)
swapVxImage(ovxImage);
cv::destroyAllWindows();
status = vxReleaseContext(&context);
return status;
}
int main(int argc, char *argv[])
{
const std::string keys =
"{help h usage ? | | }"
"{image | <none> | image 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}"
;
cv::CommandLineParser parser(argc, argv, keys);
parser.about("OpenVX interoperability sample demonstrating standard OpenVX API."
"The application loads an image, processes it with OpenVX graph and outputs result in a window");
if (parser.has("help"))
{
parser.printMessage();
return 0;
}
std::string imgPath = parser.get<std::string>("image");
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")
{
std::cerr << modeString << " is not implemented in this sample" << std::endl;
return -1;
}
else
{
std::cerr << modeString << ": unknown memory mode" << std::endl;
return -1;
}
if (!parser.check())
{
parser.printErrors();
return -1;
}
return ovxDemo(imgPath, mode);
}