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