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#include "AlgorithmGrayCodeHQ.h"
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#include <cmath>
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jakw |
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#include <assert.h>
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jakw |
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#include "cvtools.h"
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#ifndef log2f
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#define log2f(x) (log(x)/log(2.0))
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#endif
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//using namespace std;
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/*
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* The purpose of this function is to convert an unsigned
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* binary number to reflected binary Gray code.
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*
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* The operator >> is shift right. The operator ^ is exclusive or.
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* Source: http://en.wikipedia.org/wiki/Gray_code
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*/
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static unsigned int binaryToGray(unsigned int num) {
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return (num >> 1) ^ num;
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}
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/*
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* From Wikipedia: http://en.wikipedia.org/wiki/Gray_code
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* The purpose of this function is to convert a reflected binary
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* Gray code number to a binary number.
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*/
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static unsigned int grayToBinary(unsigned int num){
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unsigned int mask;
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for(mask = num >> 1; mask != 0; mask = mask >> 1)
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num = num ^ mask;
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return num;
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}
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/*
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* Return the Nth bit of an unsigned integer number
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*/
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static bool getBit(int decimal, int N){
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return decimal & 1 << (N-1);
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}
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/*
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* Return the number of bits set in an integer
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*/
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static int countBits(int n) {
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unsigned int c; // c accumulates the total bits set in v
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for (c = 0; n>0; c++)
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n &= n - 1; // clear the least significant bit set
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return c;
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}
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/*
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* Return the position of the least significant bit that is set
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*/
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static int leastSignificantBitSet(int x){
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if(x == 0)
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return 0;
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int val = 1;
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while(x>>=1)
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val++;
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return val;
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}
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//static int get_bit(int decimal, int N){
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// // Shifting the 1 for N-1 bits
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// int constant = 1 << (N-1);
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// // If the bit is set, return 1
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// if( decimal & constant )
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// return 1;
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// else
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// return 0;
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//}
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static inline unsigned int powi(int num, unsigned int exponent){
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if(exponent == 0)
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return 1;
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float res = num;
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for(unsigned int i=0; i<exponent-1; i++)
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res *= num;
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return res;
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}
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static inline unsigned int twopowi(unsigned int exponent){
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return 1 << exponent;
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}
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// Algorithm
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AlgorithmGrayCodeHQ::AlgorithmGrayCodeHQ(unsigned int _screenCols, unsigned int _screenRows) : Algorithm(_screenCols, _screenRows){
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NbitsHorz = ceilf(log2f((float)screenCols));
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NbitsVert = ceilf(log2f((float)screenRows));
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N = 2 + (NbitsHorz+NbitsVert)*2;
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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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// horizontally encoding patterns
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for(unsigned int p=0; p<NbitsHorz; p++){
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cv::Mat pattern(1, screenCols, CV_8UC3);
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cv::Mat patternInv(1, screenCols, CV_8UC3);
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for(unsigned int j=0; j<screenCols; j++){
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unsigned int jGray = binaryToGray(j);
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// Amplitude of channels
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int bit = (int)getBit(jGray, NbitsHorz-p);
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pattern.at<cv::Vec3b>(0,j) = cv::Vec3b(255.0*bit,255.0*bit,255.0*bit);
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int invBit = bit^1;
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patternInv.at<cv::Vec3b>(0,j) = cv::Vec3b(255.0*invBit,255.0*invBit,255.0*invBit);
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}
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patterns.push_back(pattern);
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patterns.push_back(patternInv);
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}
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// vertical encoding patterns
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for(unsigned int p=0; p<NbitsVert; p++){
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cv::Mat pattern(screenRows, 1, CV_8UC3);
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cv::Mat patternInv(screenRows, 1, CV_8UC3);
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for(unsigned int j=0; j<screenRows; j++){
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unsigned int jGray = binaryToGray(j);
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// Amplitude of channels
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int bit = (int)getBit(jGray, NbitsVert-p);
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pattern.at<cv::Vec3b>(j,0) = cv::Vec3b(255.0*bit,255.0*bit,255.0*bit);
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int invBit = bit^1;
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patternInv.at<cv::Vec3b>(j,0) = cv::Vec3b(255.0*invBit,255.0*invBit,255.0*invBit);
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}
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patterns.push_back(pattern);
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patterns.push_back(patternInv);
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}
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}
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cv::Mat AlgorithmGrayCodeHQ::getEncodingPattern(unsigned int depth){
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return patterns[depth];
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}
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static bool sortingLarger(cv::Vec3d i,cv::Vec3d j){ return (i[2]<j[2]);}
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static bool sortingEqual(cv::Vec3d i,cv::Vec3d j){ return (i[2]==j[2]);}
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static void getIntersectionLabels(const cv::Mat& codeHorz, const cv::Mat& codeVert, int NbitsHorz, int NbitsVert, std::vector< cv::Vec3d >& intersections){
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int nRows = codeHorz.rows;
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int nCols = codeHorz.cols;
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int labelHorz;
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int labelVert;
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int labelHorzRight;
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int labelVertBelow;
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// collect intersections
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for(int row=0; row<nRows+1; row++){
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for(int col=0; col<nCols+1; col++){
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labelHorz = codeHorz.at<int>(row, col);
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labelHorzRight = codeHorz.at<int>(row, col+1);
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labelVert = codeVert.at<int>(row, col);
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labelVertBelow = codeVert.at<int>(row+1, col);
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// labels need to be non-background, and differ in exactly one bit
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if(labelHorz != -1 && labelHorzRight != -1 &&
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countBits(labelHorz^labelHorzRight) == 1 &&
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labelVert != -1 && labelVertBelow != -1 &&
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countBits(labelVert^labelVertBelow) == 1){
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// OVERFLOW??
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double orderingRelation = ((ulong)labelHorz << NbitsHorz+2*NbitsVert) + ((ulong)labelHorzRight << 2*NbitsVert) +
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((ulong)labelVert << NbitsVert) + (ulong)labelVertBelow;
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// store left label column
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intersections.push_back(cv::Vec3d(row, col, orderingRelation));
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}
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}
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}
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// sort
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std::sort(intersections.begin(), intersections.end(), sortingLarger);
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// remove duplicates
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std::vector< cv::Vec3d >::iterator it;
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it = std::unique(intersections.begin(), intersections.end(), sortingEqual);
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intersections.resize(std::distance(intersections.begin(),it));
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}
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static cv::Vec3b getColorSubpix(const cv::Mat& img, cv::Point2f pt){
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assert(!img.empty());
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assert(img.channels() == 3);
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int x = (int)pt.x;
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int y = (int)pt.y;
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int x0 = cv::borderInterpolate(x, img.cols, cv::BORDER_REFLECT_101);
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int x1 = cv::borderInterpolate(x+1, img.cols, cv::BORDER_REFLECT_101);
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int y0 = cv::borderInterpolate(y, img.rows, cv::BORDER_REFLECT_101);
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int y1 = cv::borderInterpolate(y+1, img.rows, cv::BORDER_REFLECT_101);
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float a = pt.x - (float)x;
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float c = pt.y - (float)y;
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uchar b = (uchar)cvRound((img.at<cv::Vec3b>(y0, x0)[0] * (1.f - a) + img.at<cv::Vec3b>(y0, x1)[0] * a) * (1.f - c)
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+ (img.at<cv::Vec3b>(y1, x0)[0] * (1.f - a) + img.at<cv::Vec3b>(y1, x1)[0] * a) * c);
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uchar g = (uchar)cvRound((img.at<cv::Vec3b>(y0, x0)[1] * (1.f - a) + img.at<cv::Vec3b>(y0, x1)[1] * a) * (1.f - c)
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+ (img.at<cv::Vec3b>(y1, x0)[1] * (1.f - a) + img.at<cv::Vec3b>(y1, x1)[1] * a) * c);
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uchar r = (uchar)cvRound((img.at<cv::Vec3b>(y0, x0)[2] * (1.f - a) + img.at<cv::Vec3b>(y0, x1)[2] * a) * (1.f - c)
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+ (img.at<cv::Vec3b>(y1, x0)[2] * (1.f - a) + img.at<cv::Vec3b>(y1, x1)[2] * a) * c);
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return cv::Vec3b(b, g, r);
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}
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void AlgorithmGrayCodeHQ::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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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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// gray-scale
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std::vector<cv::Mat> frames0Gray(N);
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std::vector<cv::Mat> frames1Gray(N);
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for(int i=0; i<N; i++){
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cv::cvtColor(frames0[i], frames0Gray[i], CV_RGB2GRAY);
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cv::cvtColor(frames1[i], frames1Gray[i], CV_RGB2GRAY);
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}
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// colors
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cv::Mat color0 = frames0[0];
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cv::Mat color1 = frames1[0];
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// occlusion masks
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cv::Mat occlusion0, occlusion1;
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cv::subtract(frames0Gray[0], frames0Gray[1], occlusion0);
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occlusion0 = occlusion0 > 25;
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cv::subtract(frames1Gray[0], frames1Gray[1], occlusion1);
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occlusion1 = occlusion1 > 25;
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// erode occlusion masks
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cv::Mat strel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(3,3));
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cv::erode(occlusion0, occlusion0, strel);
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cv::erode(occlusion1, occlusion1, strel);
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//cvtools::writeMat(occlusion0, "occlusion0.mat", "occlusion0");
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//cvtools::writeMat(occlusion1, "occlusion1.mat", "occlusion1");
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// decode patterns
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cv::Mat code0Horz(frameRows, frameCols, CV_32S, cv::Scalar(0));
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cv::Mat code1Horz(frameRows, frameCols, CV_32S, cv::Scalar(0));
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cv::Mat code0Vert(frameRows, frameCols, CV_32S, cv::Scalar(0));
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cv::Mat code1Vert(frameRows, frameCols, CV_32S, cv::Scalar(0));
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// horizontal codes into gray code
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for(int i=0; i<NbitsHorz; i++){
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cv::Mat bit0;
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cv::subtract(frames0Gray[i*2+2], frames0Gray[i*2+3], bit0);
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bit0 = bit0 > 0;
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bit0.convertTo(bit0, CV_32S, 1.0/255.0);
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cv::add(code0Horz, bit0*twopowi(NbitsHorz-i-1), code0Horz, cv::Mat(), CV_32S);
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cv::Mat bit1;
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cv::subtract(frames1Gray[i*2+2], frames1Gray[i*2+3], bit1);
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bit1 = bit1 > 0;
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bit1.convertTo(bit1, CV_32S, 1.0/255.0);
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cv::add(code1Horz, bit1*twopowi(NbitsHorz-i-1), code1Horz, cv::Mat(), CV_32S);
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}
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// vertical codes into gray code
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for(int i=0; i<NbitsVert; i++){
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cv::Mat bit0;
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cv::subtract(frames0Gray[i*2+NbitsHorz+2], frames0Gray[i*2+NbitsHorz+3], bit0);
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bit0 = bit0 > 0;
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bit0.convertTo(bit0, CV_32S, 1.0/255.0);
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cv::add(code0Vert, bit0*twopowi(NbitsVert-i-1), code0Vert, cv::Mat(), CV_32S);
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cv::Mat bit1;
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cv::subtract(frames1Gray[i*2+NbitsHorz+2], frames1Gray[i*2+NbitsHorz+3], bit1);
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bit1 = bit1 > 0;
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bit1.convertTo(bit1, CV_32S, 1.0/255.0);
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cv::add(code1Vert, bit1*twopowi(NbitsVert-i-1), code1Vert, cv::Mat(), CV_32S);
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}
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//cvtools::writeMat(code0Horz, "code0Horz.mat", "code0Horz");
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//cvtools::writeMat(code1Horz, "code1Horz.mat", "code1Horz");
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//cvtools::writeMat(code0Vert, "code0Vert.mat", "code0Vert");
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//cvtools::writeMat(code1Vert, "code1Vert.mat", "code1Vert");
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// set occluded pixels to -1
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for(int r=0; r<frameRows; r++){
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for(int c=0; c<frameCols; c++){
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if(occlusion0.at<char>(r,c) == 0){
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code0Horz.at<float>(r,c) = -1;
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code0Vert.at<float>(r,c) = -1;
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}
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if(occlusion1.at<char>(r,c) == 0){
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code1Horz.at<float>(r,c) = -1;
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code1Vert.at<float>(r,c) = -1;
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}
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}
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}
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jakw |
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// matching
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98 |
jakw |
317 |
std::vector< cv::Vec3d > intersections0, intersections1;
|
95 |
jakw |
318 |
|
96 |
jakw |
319 |
// intersection data structure containing [floor(row), floor(column), orderingRelation]
|
|
|
320 |
getIntersectionLabels(code0Horz, code0Vert, NbitsHorz, NbitsVert, intersections0);
|
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|
321 |
getIntersectionLabels(code1Horz, code1Vert, NbitsHorz, NbitsVert, intersections1);
|
95 |
jakw |
322 |
|
96 |
jakw |
323 |
// match intersections
|
98 |
jakw |
324 |
std::vector< cv::Vec3d > matches0, matches1;
|
96 |
jakw |
325 |
int i=0, j=0;
|
95 |
jakw |
326 |
|
96 |
jakw |
327 |
while(i<intersections0.size() && j<intersections1.size()){
|
|
|
328 |
if(intersections0[i][2] == intersections1[j][2]){
|
|
|
329 |
matches0.push_back(intersections0[i]);
|
|
|
330 |
matches1.push_back(intersections1[j]);
|
|
|
331 |
i += 1;
|
|
|
332 |
j += 1;
|
|
|
333 |
} else if(intersections0[i][2] < intersections1[j][2]){
|
|
|
334 |
i += 1;
|
|
|
335 |
} else if(intersections0[i][2] > intersections1[j][2]){
|
|
|
336 |
j += 1;
|
|
|
337 |
}
|
|
|
338 |
}
|
95 |
jakw |
339 |
|
98 |
jakw |
340 |
int nMatches = matches0.size();
|
95 |
jakw |
341 |
|
98 |
jakw |
342 |
if(nMatches < 1){
|
|
|
343 |
Q.resize(0);
|
|
|
344 |
color.resize(0);
|
|
|
345 |
|
|
|
346 |
return;
|
|
|
347 |
}
|
|
|
348 |
|
|
|
349 |
std::vector<cv::Vec2f> q0(nMatches), q1(nMatches);
|
|
|
350 |
|
|
|
351 |
for(int i=0; i<nMatches; i++){
|
|
|
352 |
q0[i] = cv::Vec2f(matches0[i][1], matches0[i][0]);
|
|
|
353 |
q1[i] = cv::Vec2f(matches1[i][1], matches1[i][0]);
|
|
|
354 |
}
|
|
|
355 |
|
96 |
jakw |
356 |
// TODO: subpixel refinement in both horizontal and vertical
|
|
|
357 |
// // subpixel refinement finds the intersection of linear interpolants in the positive/negative pattern
|
|
|
358 |
// for(int i=0; i<matchedEdges0.size(); i++){
|
95 |
jakw |
359 |
|
96 |
jakw |
360 |
// int level = Nbits - leastSignificantBitSet(matchedEdges0[i][1]^matchedEdges0[i][2]);
|
95 |
jakw |
361 |
|
96 |
jakw |
362 |
// // refine for camera 0
|
|
|
363 |
// float c0 = matchedEdges0[i][0];
|
|
|
364 |
// float c1 = c0+1;
|
95 |
jakw |
365 |
|
96 |
jakw |
366 |
// float pos0 = frames0Rect[2*level+2].at<char>(row, c0);
|
|
|
367 |
// float pos1 = frames0Rect[2*level+2].at<char>(row, c1);
|
|
|
368 |
// float neg0 = frames0Rect[2*level+3].at<char>(row, c0);
|
|
|
369 |
// float neg1 = frames0Rect[2*level+3].at<char>(row, c1);
|
95 |
jakw |
370 |
|
96 |
jakw |
371 |
// float col = c0 + (pos0 - neg0)/(neg1 - neg0 - pos1 + pos0);
|
|
|
372 |
// q0Rect.push_back(cv::Point2f(col, row));
|
95 |
jakw |
373 |
|
96 |
jakw |
374 |
// // refine for camera 1
|
|
|
375 |
// c0 = matchedEdges1[i][0];
|
|
|
376 |
// c1 = c0+1;
|
95 |
jakw |
377 |
|
96 |
jakw |
378 |
// pos0 = frames1Rect[2*level+2].at<char>(row, c0);
|
|
|
379 |
// pos1 = frames1Rect[2*level+2].at<char>(row, c1);
|
|
|
380 |
// neg0 = frames1Rect[2*level+3].at<char>(row, c0);
|
|
|
381 |
// neg1 = frames1Rect[2*level+3].at<char>(row, c1);
|
95 |
jakw |
382 |
|
96 |
jakw |
383 |
// col = c0 + (pos0 - neg0)/(neg1 - neg0 - pos1 + pos0);
|
|
|
384 |
// q1Rect.push_back(cv::Point2f(col, row));
|
95 |
jakw |
385 |
|
96 |
jakw |
386 |
// }
|
95 |
jakw |
387 |
|
|
|
388 |
|
|
|
389 |
|
|
|
390 |
|
96 |
jakw |
391 |
// retrieve color information (at integer coordinates)
|
|
|
392 |
color.resize(nMatches);
|
|
|
393 |
for(int i=0; i<nMatches; i++){
|
95 |
jakw |
394 |
|
98 |
jakw |
395 |
// cv::Vec3b c0 = color0.at<cv::Vec3b>(q0[i][1], q0[i][0]);
|
|
|
396 |
// cv::Vec3b c1 = color1.at<cv::Vec3b>(q1[i][1], q1[i][0]);
|
|
|
397 |
cv::Vec3b c0 = getColorSubpix(color0, q0[i]);
|
|
|
398 |
cv::Vec3b c1 = getColorSubpix(color1, q1[i]);
|
95 |
jakw |
399 |
|
96 |
jakw |
400 |
color[i] = 0.5*c0 + 0.5*c1;
|
|
|
401 |
}
|
95 |
jakw |
402 |
|
96 |
jakw |
403 |
// triangulate points
|
|
|
404 |
cv::Mat P0(3, 4, CV_32F, cv::Scalar(0.0));
|
|
|
405 |
cv::Mat(calibration.K0).copyTo(P0.colRange(0, 3));
|
95 |
jakw |
406 |
|
96 |
jakw |
407 |
cv::Mat P1(3, 4, CV_32F), temp(3,4,CV_32F);
|
|
|
408 |
cv::Mat(calibration.R1).copyTo(temp(cv::Range(0,3), cv::Range(0,3)));
|
|
|
409 |
cv::Mat(calibration.T1).copyTo(temp(cv::Range(0,3), cv::Range(3,4)));
|
|
|
410 |
P1 = cv::Mat(calibration.K1) * temp;
|
95 |
jakw |
411 |
|
96 |
jakw |
412 |
cv::correctMatches(calibration.F, q0, q1, q0, q1);
|
95 |
jakw |
413 |
|
96 |
jakw |
414 |
cv::Mat QMatHomogenous, QMat;
|
|
|
415 |
cv::triangulatePoints(P0, P1, q0, q1, QMatHomogenous);
|
95 |
jakw |
416 |
|
96 |
jakw |
417 |
cvtools::convertMatFromHomogeneous(QMatHomogenous, QMat);
|
|
|
418 |
cvtools::matToPoints3f(QMat, Q);
|
95 |
jakw |
419 |
|
|
|
420 |
}
|