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- #include <iostream>
- #include "opencv2/imgproc.hpp"
- #include "opencv2/ximgproc.hpp"
- #include "opencv2/imgcodecs.hpp"
- #include "opencv2/highgui.hpp"
- using namespace std;
- using namespace cv;
- using namespace cv::ximgproc;
- // Adapted from cv_timer in cv_utilities
- class Timer
- {
- public:
- Timer() : start_(0), time_(0) {}
- void start()
- {
- start_ = cv::getTickCount();
- }
- void stop()
- {
- CV_Assert(start_ != 0);
- int64 end = cv::getTickCount();
- time_ += end - start_;
- start_ = 0;
- }
- double time()
- {
- double ret = time_ / cv::getTickFrequency();
- time_ = 0;
- return ret;
- }
- private:
- int64 start_, time_;
- };
- static void help()
- {
- printf("\nAllows to estimate the efficiency of the morphology operations implemented\n"
- "in ximgproc/run_length_morphology.cpp\n"
- "Call:\n example_ximgproc_run_length_morphology_demo [image] -u=factor_upscaling image\n"
- "Similar to the morphology2 sample of the main opencv library it shows the use\n"
- "of rect, ellipse and cross kernels\n\n"
- "As rectangular and cross-shaped structuring elements are highly optimized in opencv_imgproc module,\n"
- "only with elliptical structuring elements a speedup is possible (e.g. for larger circles).\n"
- "Run-length morphology has advantages for larger images.\n"
- "You can verify this by upscaling your input with e.g. -u=2\n");
- printf( "Hot keys: \n"
- "\tESC - quit the program\n"
- "\tr - use rectangle structuring element\n"
- "\te - use elliptic structuring element\n"
- "\tc - use cross-shaped structuring element\n"
- "\tSPACE - loop through all the options\n" );
- }
- static void print_introduction()
- {
- printf("\nFirst select a threshold for binarization.\n"
- "Then move the sliders for erosion/dilation or open/close operation\n\n"
- "The ratio between the time of the execution from opencv_imgproc\n"
- "and the code using run-length encoding will be displayed in the console\n\n");
- }
- Mat src, dst;
- int element_shape = MORPH_ELLIPSE;
- //the address of variable which receives trackbar position update
- int max_size = 40;
- int open_close_pos = 0;
- int erode_dilate_pos = 0;
- int nThreshold = 100;
- cv::Mat binaryImage;
- cv::Mat binaryRLE, dstRLE;
- cv::Mat rlePainted;
- static void PaintRLEToImage(cv::Mat& rleImage, cv::Mat& res, unsigned char uValue)
- {
- res = cv::Scalar(0);
- rl::paint(res, rleImage, Scalar((double) uValue));
- }
- static bool AreImagesIdentical(cv::Mat& image1, cv::Mat& image2)
- {
- cv::Mat diff;
- cv::absdiff(image1, image2, diff);
- int nDiff = cv::countNonZero(diff);
- return (nDiff == 0);
- }
- // callback function for open/close trackbar
- static void OpenClose(int, void*)
- {
- int n = open_close_pos - max_size;
- int an = n > 0 ? n : -n;
- Mat element = getStructuringElement(element_shape, Size(an*2+1, an*2+1), Point(an, an) );
- Timer timer;
- timer.start();
- if( n < 0 )
- morphologyEx(binaryImage, dst, MORPH_OPEN, element);
- else
- morphologyEx(binaryImage, dst, MORPH_CLOSE, element);
- timer.stop();
- double imgproc_duration = timer.time();
- element = rl::getStructuringElement(element_shape, Size(an * 2 + 1, an * 2 + 1));
- Timer timer2;
- timer2.start();
- if (n < 0)
- rl::morphologyEx(binaryRLE, dstRLE, MORPH_OPEN, element, true);
- else
- rl::morphologyEx(binaryRLE, dstRLE, MORPH_CLOSE, element, true);
- timer2.stop();
- double rl_duration = timer2.time();
- cout << "ratio open/close duration: " << rl_duration / imgproc_duration << " (run-length: "
- << rl_duration << ", pixelwise: " << imgproc_duration << " )" << std::endl;
- PaintRLEToImage(dstRLE, rlePainted, (unsigned char)255);
- if (!AreImagesIdentical(dst, rlePainted))
- {
- cout << "error result image are not identical" << endl;
- }
- imshow("Open/Close", rlePainted);
- }
- // callback function for erode/dilate trackbar
- static void ErodeDilate(int, void*)
- {
- int n = erode_dilate_pos - max_size;
- int an = n > 0 ? n : -n;
- Mat element = getStructuringElement(element_shape, Size(an*2+1, an*2+1), Point(an, an) );
- Timer timer;
- timer.start();
- if( n < 0 )
- erode(binaryImage, dst, element);
- else
- dilate(binaryImage, dst, element);
- timer.stop();
- double imgproc_duration = timer.time();
- element = rl::getStructuringElement(element_shape, Size(an*2+1, an*2+1));
- Timer timer2;
- timer2.start();
- if( n < 0 )
- rl::erode(binaryRLE, dstRLE, element, true);
- else
- rl::dilate(binaryRLE, dstRLE, element);
- timer2.stop();
- double rl_duration = timer2.time();
- PaintRLEToImage(dstRLE, rlePainted, (unsigned char)255);
- cout << "ratio erode/dilate duration: " << rl_duration / imgproc_duration <<
- " (run-length: " << rl_duration << ", pixelwise: " << imgproc_duration << " )" << std::endl;
- if (!AreImagesIdentical(dst, rlePainted))
- {
- cout << "error result image are not identical" << endl;
- }
- imshow("Erode/Dilate", rlePainted);
- }
- static void OnChangeThreshold(int, void*)
- {
- threshold(src, binaryImage, (double) nThreshold, 255.0, THRESH_BINARY );
- rl::threshold(src, binaryRLE, (double) nThreshold, THRESH_BINARY);
- imshow("Threshold", binaryImage);
- }
- int main( int argc, char** argv )
- {
- cv::CommandLineParser parser(argc, argv, "{help h||}{ @image | ../data/aloeL.jpg | }{u| |}");
- if (parser.has("help"))
- {
- help();
- return 0;
- }
- std::string filename = parser.get<std::string>("@image");
- cv::Mat srcIn;
- if( (srcIn = imread(filename,IMREAD_GRAYSCALE)).empty() )
- {
- help();
- return -1;
- }
- int nScale = 1;
- if (parser.has("u"))
- {
- int theScale = parser.get<int>("u");
- if (theScale > 1)
- nScale = theScale;
- }
- if (nScale == 1)
- src = srcIn;
- else
- cv::resize(srcIn, src, cv::Size(srcIn.rows * nScale, srcIn.cols * nScale));
- cout << "scale factor read " << nScale << endl;
- print_introduction();
- //create windows for output images
- namedWindow("Open/Close",1);
- namedWindow("Erode/Dilate",1);
- namedWindow("Threshold",1);
- open_close_pos = erode_dilate_pos = max_size - 10;
- createTrackbar("size s.e.", "Open/Close",&open_close_pos,max_size*2+1,OpenClose);
- createTrackbar("size s.e.", "Erode/Dilate",&erode_dilate_pos,max_size*2+1,ErodeDilate);
- createTrackbar("threshold", "Threshold",&nThreshold,255, OnChangeThreshold);
- OnChangeThreshold(0, 0);
- rlePainted.create(cv::Size(src.cols, src.rows), CV_8UC1);
- for(;;)
- {
- OpenClose(open_close_pos, 0);
- ErodeDilate(erode_dilate_pos, 0);
- char c = (char)waitKey(0);
- if( c == 27 )
- break;
- if( c == 'e' )
- element_shape = MORPH_ELLIPSE;
- else if( c == 'r' )
- element_shape = MORPH_RECT;
- else if( c == 'c' )
- element_shape = MORPH_CROSS;
- else if( c == ' ' )
- element_shape = (element_shape + 1) % 3;
- }
- return 0;
- }
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