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correct.cpp
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#include "function.h"
void computeMeanStddev(const Mat& img, const vector<vector<Point2f>>& pointsTab, vector<Scalar>& means, vector<Scalar>& stddevs )
{
int width = img.size().width;
int height = img.size().height;
int regionum = pointsTab.size();
for (int i = 0; i < regionum; ++i)
{
const vector<Point2f>& ppt = pointsTab[i];
cv::Scalar m, s;
if ( ppt.size() == 0 )
{
continue;
}
Mat msk = Mat::zeros(height, width, CV_8UC1);
pointsToMask(ppt, msk);
meanStdDev(img, m, s, msk);
means[i] = m;
stddevs[i] = s;
}
}
void saveMeansStddvs(const string& fn , const vector<Scalar>& means, const vector<Scalar>& stddvs)
{
int regionum = means.size();
fstream fout(fn.c_str(), ios::out);
if (fout.is_open() == false)
{
cout << "write in " << fn << " failed." << endl;
return;
}
fout << regionum << endl;
for (int i = 0; i < regionum; ++i)
{
fout << i << ": " << setw(5) << means[i].val[0] << ' ' << setw(5) << means[i].val[1] << ' ' << setw(5) << means[i].val[2] << '\t'
<< setw(5) << stddvs[i].val[0] << ' ' << setw(5) << stddvs[i].val[1] << ' ' << setw(5) << stddvs[i].val[2] << endl;
}
fout.close();
}
void correct(const Mat& src, const Mat& msk, const cv::Scalar& srcMean, const cv::Scalar& srcStddev, const cv::Scalar& refMean, const cv::Scalar& refStddev, Mat& srcResult)
{
int width = src.size().width;
int height = src.size().height;
double Lfactor = refStddev.val[0] / srcStddev.val[0];
double Afactor = refStddev.val[1] / srcStddev.val[1];
double Bfactor = refStddev.val[2] / srcStddev.val[2];
for (int y = 0; y < height; ++y)
{
for (int x = 0; x < width; ++x)
{
if (msk.at<uchar>(y,x) != 255)
continue;
double transferL = refMean.val[0] + Lfactor * (src.at<Vec3b>(y,x)[0] - srcMean.val[0]);
double transferA = refMean.val[1] + Afactor * (src.at<Vec3b>(y,x)[1] - srcMean.val[1]);
double transferB = refMean.val[2] + Bfactor * (src.at<Vec3b>(y,x)[2] - srcMean.val[2]);
transferL = min(max(0.0, transferL), 255.0);
transferA = min(max(0.0, transferA), 255.0);
transferB = min(max(0.0, transferB), 255.0);
srcResult.at<Vec3b>(y,x) = Vec3b(transferL, transferA, transferB);
}
}
}
void LocalColorCorrection(const Mat& src, const Mat& srcVis, const vector<int>& srclabels, const Mat& ref, const Mat& refVis, const vector<int>& reflabels, const int& regionum, Mat& srcResult )
{
vector<vector<Point2f>> srcPointsTab(regionum);
vector<vector<Point2f>> refPointsTab(regionum);
vector<vector<Point2f>> srcVisPointsTab(regionum);
vector<vector<Point2f>> refVisPointsTab(regionum);
int width = src.size().width;
int height = src.size().height;
//用于计算color correction function
calPointsTab(srclabels, srcVis, srcVisPointsTab);
calPointsTab(reflabels, refVis, refVisPointsTab);
calPointsTab(srclabels, width, height, srcPointsTab );
calPointsTab(reflabels, width, height, refPointsTab );
vector<bool> isMatched(regionum, true);
for (int i = 0; i < regionum; ++i)
{
if (refVisPointsTab[i].size() == 0)
{
isMatched[i] = false;
}
}
Mat srcLab, refLab;
cv::cvtColor(src, srcLab, cv::COLOR_BGR2Lab);
cv::cvtColor(ref, refLab, cv::COLOR_BGR2Lab);
cv::Scalar srcGLmeans, srcGLstddev;
cv::Scalar refGLmeans, refGLstddev;
cv::meanStdDev(srcLab, srcGLmeans, srcGLstddev);
cv::meanStdDev(refLab, refGLmeans, refGLstddev);
cout << "src global: " << srcGLmeans << ' ' << srcGLstddev << endl;
cout << "ref global: " << refGLmeans << ' ' << refGLstddev << endl;
vector<Scalar> srcMeans(regionum), refMeans(regionum);
vector<Scalar> srcStddevs(regionum), refStddevs(regionum);
computeMeanStddev(srcLab, srcVisPointsTab, srcMeans, srcStddevs );
computeMeanStddev(refLab, refVisPointsTab, refMeans, refStddevs );
string tmpfn ;
tmpfn = "src_means_stddvs.txt";
saveMeansStddvs(tmpfn, srcMeans, srcStddevs);
tmpfn = "ref_means_stddvs.txt";
saveMeansStddvs(tmpfn, refMeans, refStddevs);
//被遮挡,无匹配的区域使用Global的参数进行代替
for (int i = 0; i < regionum; ++i)
{
if (isMatched[i] == false)
{
srcMeans[i] = srcGLmeans;
srcStddevs[i] = srcGLstddev;
refMeans[i] = refGLmeans;
refStddevs[i] = refGLstddev;
}
}
Mat srcResultLab (height, width, CV_8UC3);
Mat allmsk(height, width, CV_8UC1, cv::Scalar(255));
//GLobal结果
correct(srcLab, allmsk, srcGLmeans, srcGLstddev, refGLmeans, refGLstddev, srcResultLab);
for (int i = 0; i < regionum; ++i)
{
const vector<Point2f>& ppt = srcVisPointsTab[i];
//const vector<Point2f>& ppt = srcPointsTab[i];
Mat msk = Mat::zeros(height, width, CV_8UC1);
pointsToMask(ppt, msk);
correct(srcLab, msk, srcMeans[i], srcStddevs[i], refMeans[i], refStddevs[i], srcResultLab);
}
cv::cvtColor(srcResultLab, srcResult, cv::COLOR_Lab2BGR);
return;
}