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jakw |
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//
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// Two Frequency Phase Shifting using the Heterodyne Principle
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//
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// This implementation follows "Reich, Ritter, Thesing, White light heterodyne principle for 3D-measurement", SPIE (1997)
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// Different from the paper, it uses only two different frequencies.
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//
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jakw |
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// The number of periods in the primary frequency can be chosen freely, but small changes can have a considerable impact on quality.
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jakw |
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// The number of phase shifts can be chosen freely (min. 3), and higher values reduce the effects of image noise. They also allow us to filter bad points based on energy at non-primary frequencies.
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//
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jakw |
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#include "AlgorithmPhaseShiftTwoFreq.h"
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#include <math.h>
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#include "cvtools.h"
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#include "algorithmtools.h"
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#ifndef M_PI
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#define M_PI 3.14159265358979323846
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#endif
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static unsigned int nStepsPrimary = 16; // number of shifts/steps in primary
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static unsigned int nStepsSecondary = 8; // number of shifts/steps in secondary
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jakw |
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static float nPeriodsPrimary = 48; // primary period
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jakw |
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AlgorithmPhaseShiftTwoFreq::AlgorithmPhaseShiftTwoFreq(unsigned int _screenCols, unsigned int _screenRows) : Algorithm(_screenCols, _screenRows){
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jakw |
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jakw |
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// Set N
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N = 2+nStepsPrimary+nStepsSecondary;
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jakw |
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jakw |
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// Determine the secondary (wider) period
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jakw |
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float nPeriodsSecondary = (screenCols*nPeriodsPrimary)/(screenCols-nPeriodsPrimary);
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jakw |
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jakw |
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// all on pattern
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cv::Mat allOn(1, screenCols, CV_8UC3, cv::Scalar::all(255));
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patterns.push_back(allOn);
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// all off pattern
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cv::Mat allOff(1, screenCols, CV_8UC3, cv::Scalar::all(0));
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patterns.push_back(allOff);
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jakw |
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// Precompute encoded patterns
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const float pi = M_PI;
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// Primary encoding patterns
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for(unsigned int i=0; i<nStepsPrimary; i++){
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float phase = 2.0*pi/nStepsPrimary * i;
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jakw |
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float pitch = nPeriodsPrimary;
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jakw |
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cv::Mat patternI(1,1,CV_8U);
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patternI = computePhaseVector(screenCols, phase, pitch);
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patterns.push_back(patternI.t());
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}
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jakw |
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jakw |
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// Secondary encoding patterns
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jakw |
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for(unsigned int i=0; i<nStepsSecondary; i++){
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float phase = 2.0*pi/nStepsSecondary * i;
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jakw |
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float pitch = nPeriodsSecondary;
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jakw |
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cv::Mat patternI(1,1,CV_8U);
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patternI = computePhaseVector(screenCols, phase, pitch);
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patterns.push_back(patternI.t());
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}
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}
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cv::Mat AlgorithmPhaseShiftTwoFreq::getEncodingPattern(unsigned int depth){
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jakw |
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return patterns[depth];
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}
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jakw |
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void AlgorithmPhaseShiftTwoFreq::get3DPoints(SMCalibrationParameters calibration, const std::vector<cv::Mat>& frames0, const std::vector<cv::Mat>& frames1, std::vector<cv::Point3f>& Q, std::vector<cv::Vec3b>& color){
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const float pi = M_PI;
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assert(frames0.size() == N);
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assert(frames1.size() == N);
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int frameRows = frames0[0].rows;
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int frameCols = frames0[0].cols;
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// Rectifying homographies (rotation+projections)
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cv::Size frameSize(frameCols, frameRows);
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cv::Mat R, T;
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// stereoRectify segfaults unless R is double precision
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cv::Mat(calibration.R1).convertTo(R, CV_64F);
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cv::Mat(calibration.T1).convertTo(T, CV_64F);
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cv::Mat R0, R1, P0, P1, QRect;
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cv::stereoRectify(calibration.K0, calibration.k0, calibration.K1, calibration.k1, frameSize, R, T, R0, R1, P0, P1, QRect, 0);
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// Interpolation maps (lens distortion and rectification)
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cv::Mat map0X, map0Y, map1X, map1Y;
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cv::initUndistortRectifyMap(calibration.K0, calibration.k0, R0, P0, frameSize, CV_32F, map0X, map0Y);
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cv::initUndistortRectifyMap(calibration.K1, calibration.k1, R1, P1, frameSize, CV_32F, map1X, map1Y);
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int frameRectRows = map0X.rows;
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int frameRectCols = map0X.cols;
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jakw |
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// Gray-scale and remap
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jakw |
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std::vector<cv::Mat> frames0Rect(N);
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std::vector<cv::Mat> frames1Rect(N);
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for(unsigned int i=0; i<N; i++){
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cv::Mat temp;
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cv::cvtColor(frames0[i], temp, CV_BayerBG2GRAY);
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cv::remap(temp, frames0Rect[i], map0X, map0Y, CV_INTER_LINEAR);
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cv::cvtColor(frames1[i], temp, CV_BayerBG2GRAY);
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cv::remap(temp, frames1Rect[i], map1X, map1Y, CV_INTER_LINEAR);
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}
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// Decode camera0
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std::vector<cv::Mat> frames0Primary(frames0Rect.begin()+2, frames0Rect.begin()+2+nStepsPrimary);
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std::vector<cv::Mat> frames0Secondary(frames0Rect.begin()+2+nStepsPrimary, frames0Rect.end());
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jakw |
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jakw |
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std::vector<cv::Mat> F0Primary = getDFTComponents(frames0Primary);
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jakw |
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cv::Mat up0Primary;
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jakw |
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cv::phase(F0Primary[2], -F0Primary[3], up0Primary);
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jakw |
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jakw |
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std::vector<cv::Mat> F0Secondary = getDFTComponents(frames0Secondary);
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cv::Mat up0Secondary;
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cv::phase(F0Secondary[2], -F0Secondary[3], up0Secondary);
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jakw |
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jakw |
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cv::Mat up0Equivalent = up0Primary - up0Secondary;
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jakw |
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up0Equivalent = cvtools::modulo(up0Equivalent, 2.0*pi);
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jakw |
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cv::Mat up0 = unwrapWithCue(up0Primary, up0Equivalent, (float)screenCols/nPeriodsPrimary);
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jakw |
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up0 *= screenCols/(2.0*pi);
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cv::Mat amplitude0;
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cv::magnitude(F0Primary[2], -F0Primary[3], amplitude0);
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jakw |
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jakw |
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// Collected signal energy at higher frequencies
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cv::Mat energy0Primary(frameRectRows, frameRectCols, CV_32F, cv::Scalar(0.0));
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for(unsigned int i=0; i<nStepsPrimary-1; i++){
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cv::Mat magnitude;
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cv::magnitude(F0Primary[i*2 + 2], F0Primary[i*2 + 3], magnitude);
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cv::add(energy0Primary, magnitude, energy0Primary, cv::noArray(), CV_32F);
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}
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cv::Mat energy0Secondary(frameRectRows, frameRectCols, CV_32F, cv::Scalar(0.0));
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for(unsigned int i=0; i<nStepsSecondary-1; i++){
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cv::Mat magnitude;
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cv::magnitude(F0Secondary[i*2 + 2], F0Secondary[i*2 + 3], magnitude);
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cv::add(energy0Secondary, magnitude, energy0Secondary, cv::noArray(), CV_32F);
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}
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#ifdef QT_DEBUG
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cvtools::writeMat(up0Primary, "up0Primary.mat", "up0Primary");
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cvtools::writeMat(up0Secondary, "up0Secondary.mat", "up0Secondary");
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cvtools::writeMat(up0Equivalent, "up0Equivalent.mat", "up0Equivalent");
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cvtools::writeMat(up0, "up0.mat", "up0");
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cvtools::writeMat(amplitude0, "amplitude0.mat", "amplitude0");
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cvtools::writeMat(energy0Primary, "energy0Primary.mat", "energy0Primary");
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cvtools::writeMat(energy0Secondary, "energy0Secondary.mat", "energy0Secondary");
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#endif
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jakw |
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// Decode camera1
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jakw |
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std::vector<cv::Mat> frames1Primary(frames1Rect.begin()+2, frames1Rect.begin()+2+nStepsPrimary);
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std::vector<cv::Mat> frames1Secondary(frames1Rect.begin()+2+nStepsPrimary, frames1Rect.end());
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jakw |
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std::vector<cv::Mat> F1Primary = getDFTComponents(frames1Primary);
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jakw |
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cv::Mat up1Primary;
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cv::phase(F1Primary[2], -F1Primary[3], up1Primary);
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std::vector<cv::Mat> F1Secondary = getDFTComponents(frames1Secondary);
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cv::Mat up1Secondary;
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cv::phase(F1Secondary[2], -F1Secondary[3], up1Secondary);
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cv::Mat up1Equivalent = up1Primary - up1Secondary;
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up1Equivalent = cvtools::modulo(up1Equivalent, 2.0*pi);
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cv::Mat up1 = unwrapWithCue(up1Primary, up1Equivalent, (float)screenCols/nPeriodsPrimary);
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up1 *= screenCols/(2.0*pi);
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cv::Mat amplitude1;
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cv::magnitude(F1Primary[2], -F1Primary[3], amplitude1);
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// Collected signal energy at higher frequencies
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cv::Mat energy1Primary(frameRectRows, frameRectCols, CV_32F, cv::Scalar(0.0));
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for(unsigned int i=0; i<nStepsPrimary-1; i++){
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cv::Mat magnitude;
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cv::magnitude(F1Primary[i*2 + 2], F1Primary[i*2 + 3], magnitude);
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cv::add(energy1Primary, magnitude, energy1Primary, cv::noArray(), CV_32F);
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}
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cv::Mat energy1Secondary(frameRectRows, frameRectCols, CV_32F, cv::Scalar(0.0));
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for(unsigned int i=0; i<nStepsSecondary-1; i++){
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cv::Mat magnitude;
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cv::magnitude(F1Secondary[i*2 + 2], F1Secondary[i*2 + 3], magnitude);
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cv::add(energy1Secondary, magnitude, energy1Secondary, cv::noArray(), CV_32F);
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}
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jakw |
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#ifdef QT_DEBUG
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cvtools::writeMat(up1, "up1.mat", "up1");
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#endif
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// color debayer and remap
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jakw |
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cv::Mat color0, color1;
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cv::cvtColor(frames0[0], color0, CV_BayerBG2RGB);
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cv::remap(color0, color0, map0X, map0Y, CV_INTER_LINEAR);
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jakw |
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cv::cvtColor(frames1[0], color1, CV_BayerBG2RGB);
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cv::remap(color1, color1, map1X, map1Y, CV_INTER_LINEAR);
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#ifdef QT_DEBUG
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cvtools::writeMat(color0, "color0.mat", "color0");
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cvtools::writeMat(color1, "color1.mat", "color1");
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#endif
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jakw |
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jakw |
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// Occlusion masks
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jakw |
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cv::Mat occlusion0, occlusion1;
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cv::subtract(frames0Rect[0], frames0Rect[1], occlusion0);
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occlusion0 = (occlusion0 > 25) & (occlusion0 < 250);
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cv::subtract(frames1Rect[0], frames1Rect[1], occlusion1);
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occlusion1 = (occlusion1 > 25) & (occlusion1 < 250);
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jakw |
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// Threshold on energy at primary frequency
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occlusion0 = occlusion0 & (amplitude0 > 5.0*nStepsPrimary);
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occlusion1 = occlusion1 & (amplitude1 > 5.0*nStepsPrimary);
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// Threshold on energy ratios
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occlusion0 = occlusion0 & (amplitude0 > 0.85*energy0Primary);
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occlusion0 = occlusion0 & (amplitude0 > 0.85*energy0Secondary);
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jakw |
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occlusion1 = occlusion1 & (amplitude1 > 0.85*energy1Primary);
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occlusion1 = occlusion1 & (amplitude1 > 0.85*energy1Secondary);
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jakw |
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// // Erode occlusion masks
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// cv::Mat strel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(5,5));
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// cv::erode(occlusion0, occlusion0, strel);
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// cv::erode(occlusion1, occlusion1, strel);
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// // Threshold on gradient of phase
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// cv::Mat edges0;
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// cv::Sobel(up0, edges0, -1, 1, 1, 5);
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// occlusion0 = occlusion0 & (abs(edges0) < 150);
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jakw |
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// cv::Mat edges1;
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// cv::Sobel(up1, edges1, -1, 1, 1, 5);
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// occlusion1 = occlusion1 & (abs(edges1) < 150);
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jakw |
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#ifdef QT_DEBUG
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cvtools::writeMat(occlusion0, "occlusion0.mat", "occlusion0");
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jakw |
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cvtools::writeMat(occlusion1, "occlusion1.mat", "occlusion1");
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#endif
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jakw |
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// Match phase maps
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// camera0 against camera1
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jakw |
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std::vector<cv::Vec2f> q0, q1;
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jakw |
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for(int row=0; row<frameRectRows; row++){
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for(int col=0; col<frameRectCols; col++){
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jakw |
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if(!occlusion0.at<char>(row,col))
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jakw |
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continue;
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jakw |
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float up0i = up0.at<float>(row,col);
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for(int col1=0; col1<up1.cols-1; col1++){
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jakw |
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if(!occlusion1.at<char>(row,col1) || !occlusion1.at<char>(row,col1+1))
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continue;
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jakw |
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float up1Left = up1.at<float>(row,col1);
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float up1Right = up1.at<float>(row,col1+1);
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jakw |
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jakw |
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if((up1Left <= up0i) && (up0i <= up1Right) && (up0i-up1Left < 1) && (up1Right-up0i < 1)){
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jakw |
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float col1i = col1 + (up0i-up1Left)/(up1Right-up1Left);
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q0.push_back(cv::Point2f(col, row));
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q1.push_back(cv::Point2f(col1i, row));
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jakw |
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break;
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jakw |
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}
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}
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}
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}
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jakw |
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int nMatches = q0.size();
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jakw |
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jakw |
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if(nMatches < 1){
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Q.resize(0);
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color.resize(0);
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return;
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}
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// Retrieve color information
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color.resize(nMatches);
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for(int i=0; i<nMatches; i++){
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jakw |
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cv::Vec3b c0 = color0.at<cv::Vec3b>(q0[i][1], q0[i][0]);
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cv::Vec3b c1 = color1.at<cv::Vec3b>(q1[i][1], q1[i][0]);
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jakw |
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color[i] = 0.5*c0 + 0.5*c1;
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}
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// Triangulate points
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cv::Mat QMatHomogenous, QMat;
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jakw |
293 |
cv::triangulatePoints(P0, P1, q0, q1, QMatHomogenous);
|
70 |
jakw |
294 |
cvtools::convertMatFromHomogeneous(QMatHomogenous, QMat);
|
|
|
295 |
|
|
|
296 |
// Undo rectification
|
|
|
297 |
cv::Mat R0Inv;
|
|
|
298 |
cv::Mat(R0.t()).convertTo(R0Inv, CV_32F);
|
|
|
299 |
QMat = R0Inv*QMat;
|
|
|
300 |
|
|
|
301 |
cvtools::matToPoints3f(QMat, Q);
|
|
|
302 |
|
4 |
jakw |
303 |
}
|