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- #include <iostream> // for standard I/O
- #include <string> // for strings
- #include <iomanip> // for controlling float print precision
- #include <sstream> // string to number conversion
- #include <opencv2/core.hpp> // Basic OpenCV structures (cv::Mat, Scalar)
- #include <opencv2/imgproc.hpp> // Gaussian Blur
- #include <opencv2/videoio.hpp>
- #include <opencv2/highgui.hpp> // OpenCV window I/O
- using namespace std;
- using namespace cv;
- double getPSNR ( const Mat& I1, const Mat& I2);
- Scalar getMSSIM( const Mat& I1, const Mat& I2);
- static void help()
- {
- cout
- << "------------------------------------------------------------------------------" << endl
- << "This program shows how to read a video file with OpenCV. In addition, it "
- << "tests the similarity of two input videos first with PSNR, and for the frames "
- << "below a PSNR trigger value, also with MSSIM." << endl
- << "Usage:" << endl
- << "./video-input-psnr-ssim <referenceVideo> <useCaseTestVideo> <PSNR_Trigger_Value> <Wait_Between_Frames> " << endl
- << "--------------------------------------------------------------------------" << endl
- << endl;
- }
- int main(int argc, char *argv[])
- {
- help();
- if (argc != 5)
- {
- cout << "Not enough parameters" << endl;
- return -1;
- }
- stringstream conv;
- const string sourceReference = argv[1], sourceCompareWith = argv[2];
- int psnrTriggerValue, delay;
- conv << argv[3] << endl << argv[4]; // put in the strings
- conv >> psnrTriggerValue >> delay; // take out the numbers
- int frameNum = -1; // Frame counter
- VideoCapture captRefrnc(sourceReference), captUndTst(sourceCompareWith);
- if (!captRefrnc.isOpened())
- {
- cout << "Could not open reference " << sourceReference << endl;
- return -1;
- }
- if (!captUndTst.isOpened())
- {
- cout << "Could not open case test " << sourceCompareWith << endl;
- return -1;
- }
- Size refS = Size((int) captRefrnc.get(CAP_PROP_FRAME_WIDTH),
- (int) captRefrnc.get(CAP_PROP_FRAME_HEIGHT)),
- uTSi = Size((int) captUndTst.get(CAP_PROP_FRAME_WIDTH),
- (int) captUndTst.get(CAP_PROP_FRAME_HEIGHT));
- if (refS != uTSi)
- {
- cout << "Inputs have different size!!! Closing." << endl;
- return -1;
- }
- const char* WIN_UT = "Under Test";
- const char* WIN_RF = "Reference";
- // Windows
- namedWindow(WIN_RF, WINDOW_AUTOSIZE);
- namedWindow(WIN_UT, WINDOW_AUTOSIZE);
- moveWindow(WIN_RF, 400 , 0); //750, 2 (bernat =0)
- moveWindow(WIN_UT, refS.width, 0); //1500, 2
- cout << "Reference frame resolution: Width=" << refS.width << " Height=" << refS.height
- << " of nr#: " << captRefrnc.get(CAP_PROP_FRAME_COUNT) << endl;
- cout << "PSNR trigger value " << setiosflags(ios::fixed) << setprecision(3)
- << psnrTriggerValue << endl;
- Mat frameReference, frameUnderTest;
- double psnrV;
- Scalar mssimV;
- for(;;) //Show the image captured in the window and repeat
- {
- captRefrnc >> frameReference;
- captUndTst >> frameUnderTest;
- if (frameReference.empty() || frameUnderTest.empty())
- {
- cout << " < < < Game over! > > > ";
- break;
- }
- ++frameNum;
- cout << "Frame: " << frameNum << "# ";
- ///////////////////////////////// PSNR ////////////////////////////////////////////////////
- psnrV = getPSNR(frameReference,frameUnderTest);
- cout << setiosflags(ios::fixed) << setprecision(3) << psnrV << "dB";
- //////////////////////////////////// MSSIM /////////////////////////////////////////////////
- if (psnrV < psnrTriggerValue && psnrV)
- {
- mssimV = getMSSIM(frameReference, frameUnderTest);
- cout << " MSSIM: "
- << " R " << setiosflags(ios::fixed) << setprecision(2) << mssimV.val[2] * 100 << "%"
- << " G " << setiosflags(ios::fixed) << setprecision(2) << mssimV.val[1] * 100 << "%"
- << " B " << setiosflags(ios::fixed) << setprecision(2) << mssimV.val[0] * 100 << "%";
- }
- cout << endl;
- ////////////////////////////////// Show Image /////////////////////////////////////////////
- imshow(WIN_RF, frameReference);
- imshow(WIN_UT, frameUnderTest);
- char c = (char)waitKey(delay);
- if (c == 27) break;
- }
- return 0;
- }
- // ![get-psnr]
- double getPSNR(const Mat& I1, const Mat& I2)
- {
- Mat s1;
- absdiff(I1, I2, s1); // |I1 - I2|
- s1.convertTo(s1, CV_32F); // cannot make a square on 8 bits
- s1 = s1.mul(s1); // |I1 - I2|^2
- Scalar s = sum(s1); // sum elements per channel
- double sse = s.val[0] + s.val[1] + s.val[2]; // sum channels
- if( sse <= 1e-10) // for small values return zero
- return 0;
- else
- {
- double mse = sse / (double)(I1.channels() * I1.total());
- double psnr = 10.0 * log10((255 * 255) / mse);
- return psnr;
- }
- }
- // ![get-psnr]
- // ![get-mssim]
- Scalar getMSSIM( const Mat& i1, const Mat& i2)
- {
- const double C1 = 6.5025, C2 = 58.5225;
- /***************************** INITS **********************************/
- int d = CV_32F;
- Mat I1, I2;
- i1.convertTo(I1, d); // cannot calculate on one byte large values
- i2.convertTo(I2, d);
- Mat I2_2 = I2.mul(I2); // I2^2
- Mat I1_2 = I1.mul(I1); // I1^2
- Mat I1_I2 = I1.mul(I2); // I1 * I2
- /*************************** END INITS **********************************/
- Mat mu1, mu2; // PRELIMINARY COMPUTING
- GaussianBlur(I1, mu1, Size(11, 11), 1.5);
- GaussianBlur(I2, mu2, Size(11, 11), 1.5);
- Mat mu1_2 = mu1.mul(mu1);
- Mat mu2_2 = mu2.mul(mu2);
- Mat mu1_mu2 = mu1.mul(mu2);
- Mat sigma1_2, sigma2_2, sigma12;
- GaussianBlur(I1_2, sigma1_2, Size(11, 11), 1.5);
- sigma1_2 -= mu1_2;
- GaussianBlur(I2_2, sigma2_2, Size(11, 11), 1.5);
- sigma2_2 -= mu2_2;
- GaussianBlur(I1_I2, sigma12, Size(11, 11), 1.5);
- sigma12 -= mu1_mu2;
- ///////////////////////////////// FORMULA ////////////////////////////////
- Mat t1, t2, t3;
- t1 = 2 * mu1_mu2 + C1;
- t2 = 2 * sigma12 + C2;
- t3 = t1.mul(t2); // t3 = ((2*mu1_mu2 + C1).*(2*sigma12 + C2))
- t1 = mu1_2 + mu2_2 + C1;
- t2 = sigma1_2 + sigma2_2 + C2;
- t1 = t1.mul(t2); // t1 =((mu1_2 + mu2_2 + C1).*(sigma1_2 + sigma2_2 + C2))
- Mat ssim_map;
- divide(t3, t1, ssim_map); // ssim_map = t3./t1;
- Scalar mssim = mean(ssim_map); // mssim = average of ssim map
- return mssim;
- }
- // ![get-mssim]
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