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- #pragma once
- #include "stdafx.h"
- #include <opencv2/core/core.hpp>
- #include <opencv2/highgui/highgui.hpp>
- #include <opencv2/opencv.hpp>
- #include "OTSImageProcess.h"
- #include "OTSImageProcessParam.h"
- #include <OTSFieldData.h>
- #include "OTSMorphology.h"
- #include "../OTSLog/COTSUtilityDllFunExport.h"
- #include "FieldMgr.h"
- #include "BaseFunction.h"
- #include "GreyPeak.h"
- namespace OTSIMGPROC
- {
- using namespace cv;
- using namespace std;
- const int nBlackColor = 255;
- namespace
- {
-
- cv::Mat GetMatDataFromParticles(COTSParticleList parts, int width, int height)
- {
- int rows, cols;
- cols = width;
- rows = height;
- BYTE* pPixel = new BYTE[width * height];
- Mat cvcopyImg = Mat(rows, cols, CV_8UC1, pPixel);
- cvcopyImg = Scalar::all(0);
- for (auto p : parts)
- {
- auto area = p->GetPixelArea();
- if (area > 100)
- {
- auto fea = p->GetFeature();
- auto segs = fea->GetSegmentsList();
- for (auto seg : segs)
- {
- auto row = seg->GetHeight();
- for (int i = 0; i < seg->GetLength(); i++)
- {
- auto col = seg->GetStart() + i;
- cvcopyImg.at<char>(row, col) = 255;
- }
- }
- }
- }
- return cvcopyImg;
- }
-
-
- }
-
-
-
- COTSImageProcess::COTSImageProcess(COTSImageProcessParamPtr a_pImageProcessParam)
- {
- m_imageProcessParam = a_pImageProcessParam;
- }
- COTSImageProcess::~COTSImageProcess()
- {
- }
- BOOL COTSImageProcess::RemoveBGByCVconnectivities(CBSEImgPtr inBSEImg, double a_pixelSize, COTSFieldDataPtr m_pFieldData)
- {
- ASSERT(m_pFieldData);
- ASSERT(inBSEImg);
- ASSERT(m_imageProcessParam);
- int nWidthImg = inBSEImg->GetWidth();
- int nHeightImg = inBSEImg->GetHeight();
- m_pFieldData->Width = nWidthImg;
- m_pFieldData->Height = nHeightImg;
- long nImgSize = nWidthImg * nHeightImg;
- BYTE* pSrcImg = inBSEImg->GetImageDataPointer();
- BYTE* pTempImg = new BYTE[nImgSize];
- CRect r = CRect(0, 0, nWidthImg, nHeightImg);
- CBSEImgPtr imgNoBGBinary = CBSEImgPtr(new CBSEImg(r));
-
- BinaryProcess(inBSEImg, m_imageProcessParam, imgNoBGBinary/*, nNumParticle*/);
- BYTE* pPixel = imgNoBGBinary->GetImageDataPointer();
- long nEigenGrayStart = m_imageProcessParam->GetParticleGray().GetStart();
- long nEigenGrayEnd = m_imageProcessParam->GetParticleGray().GetEnd();
-
- // get the area image
- Mat cvcopyImg = Mat(nHeightImg, nWidthImg, CV_8UC1, pPixel);
-
- Mat labels = Mat::zeros(cvcopyImg.size(), CV_32S);
- Mat stats, centroids;
- int number = connectedComponentsWithStats(cvcopyImg, labels, stats, centroids, 8, CV_32S);
-
- double rMin = m_imageProcessParam->GetIncArea().GetStart()/2.0;
- double rMax = m_imageProcessParam->GetIncArea().GetEnd()/2.0;
- double partAreaMin = rMin * rMin * 3.14159;
- double partAreaMax = rMax * rMax * 3.14159;
-
- COTSParticleList listParticleOut;
- for (size_t i = 1; i < number; i++)
- {
- int center_x = centroids.at<double>(i, 0);
- int center_y = centroids.at<double>(i, 1);
- //矩形边框
- int x = stats.at<int>(i, CC_STAT_LEFT);
- int y = stats.at<int>(i, CC_STAT_TOP);
- int w = stats.at<int>(i, CC_STAT_WIDTH);
- int h = stats.at<int>(i, CC_STAT_HEIGHT);
- int area = stats.at<int>(i, CC_STAT_AREA);
- double actualArea = area * a_pixelSize * a_pixelSize;
- if (actualArea >= partAreaMin && actualArea < partAreaMax)
- {
-
- Rect rectMax = Rect(x, y, w, h);
-
-
-
- Mat rectROI = labels(rectMax).clone();
- Mat imageROI = Mat::zeros(rectMax.size(), cvcopyImg.type());
- //exclude the point which intersect into this bounding box but is not in this group.
- int label = i;
- for (int row = 0; row < rectROI.rows; row++)
- {
- for (int col = 0; col < rectROI.cols; col++)
- {
- int v = rectROI.at<int>(row, col);
- if (v == label)
- {
- imageROI.at<uchar>(row, col) = 255;//set the value to 255,so we won't consider other pixel when we find segment and feature in this ROI.
- }
-
- }
- }
- COTSParticleList roiParts;
-
- if (GetOneParticleFromROI(rectMax.x, rectMax.y, rectMax.width, rectMax.height, imageROI.data, roiParts))
- {
- if (roiParts.size() > 0)
- {
- COTSParticlePtr roiPart = roiParts[0];//we will find only one part in the roi.
- roiPart->SetXRayPos(CPoint(center_x, center_y));
- CRect r = CRect(x, y, x + w, y + h);
- roiPart->SetParticleRect(r);
- roiPart->SetActualArea(actualArea);
- roiPart->SetPixelArea(area);
- listParticleOut.push_back(roiPart);
- }
- }
-
-
- }
- }
- int nTagId;
-
- COTSParticleList listParticleSearched;
- for (auto pParticle : listParticleOut)
- {
- COTSFeaturePtr pFeature = pParticle->GetFeature();
- COTSSegmentsList listSegment = pFeature->GetSegmentsList();
- long nPixelNum = 0;
- long eigenPixelNum = 0;
- long nPixelAll = 0;
- int nStartS = 0;
- int nHeightS = 0;
- int nLengthS = 0;
- for (auto pSegment : listSegment)
- {
-
- // get particle average gray
- nStartS = pSegment->GetStart();
- nHeightS = pSegment->GetHeight();
- nLengthS = pSegment->GetLength();
- nPixelNum += (long)nLengthS;
- for (unsigned int i = 0; i < nLengthS; i++)
- {
-
- long nValueTemp = (long)*(pSrcImg + nHeightS * nWidthImg + nStartS + i);
- nPixelAll += nValueTemp;
- if (nValueTemp >= nEigenGrayStart && nValueTemp <= nEigenGrayEnd)
- {
- eigenPixelNum += 1;
- }
- }
- }
- double r = m_imageProcessParam->GetIncArea().GetStart() / 2;
- double minPartArea = 3.14159 * r * r;
- if (eigenPixelNum* a_pixelSize*a_pixelSize > minPartArea)
- {
- BYTE nAveGray = (BYTE)(nPixelAll / nPixelNum);
- pParticle->SetAveGray(nAveGray);
- auto fieldOTSRect = m_pFieldData->GetOTSRect();
- CPoint leftTop = fieldOTSRect.GetTopLeft();
- CRect rectInSinglefld = pParticle->GetParticleRect();
- CPoint OTSLeftTop = CPoint(leftTop.x + rectInSinglefld.left * a_pixelSize, leftTop.y - rectInSinglefld.top * a_pixelSize);
- CPoint OTSRightBottom = CPoint(leftTop.x + rectInSinglefld.right * a_pixelSize, leftTop.y - rectInSinglefld.bottom * a_pixelSize);
- COTSRect recInOTSCord = COTSRect(OTSLeftTop, OTSRightBottom);
- pParticle->SetOTSRect(recInOTSCord);
- listParticleSearched.push_back(pParticle);
- }
-
- }
- m_pFieldData->SetParticleList(listParticleSearched);
-
- delete[]pTempImg;
- return TRUE;
- }
- BOOL COTSImageProcess::GetParticlesBySpecialGrayRange(CBSEImgPtr a_pBSEImg, CIntRangePtr a_grayRange,CDoubleRangePtr a_diameterRange,double a_pixelSize, COTSFieldDataPtr m_pFieldData)
- {
- ASSERT(m_pFieldData);
- ASSERT(a_pBSEImg);
- ASSERT(a_grayRange);
- int nWidthImg = a_pBSEImg->GetWidth();
- int nHeightImg = a_pBSEImg->GetHeight();
- m_pFieldData->Width = nWidthImg;
- m_pFieldData->Height = nHeightImg;
- long nImgSize = nWidthImg * nHeightImg;
- BYTE* pSrcImg = a_pBSEImg->GetImageDataPointer();
- BYTE* pTempImg = new BYTE[nImgSize];
- CRect r = CRect(0, 0, nWidthImg, nHeightImg);
- CBSEImgPtr imgNoBGBinary = CBSEImgPtr(new CBSEImg(r));
-
- long nNumParticle = 0;
- GetSpecialGrayRangeImage(a_pBSEImg, *a_grayRange, imgNoBGBinary, nNumParticle);
- BYTE* pPixel = imgNoBGBinary->GetImageDataPointer();
- if (nNumParticle == 0)
- {
- COTSParticleList listParticleEmpty;
- listParticleEmpty.clear();
- m_pFieldData->SetParticleList(listParticleEmpty);
-
- }
- else
- {
- // get the area image
- Mat cvcopyImg = Mat(nHeightImg, nWidthImg, CV_8UC1, pPixel);
-
-
- Mat labels = Mat::zeros(cvcopyImg.size(), CV_32S);
- Mat stats, centroids;
- int number = connectedComponentsWithStats(cvcopyImg, labels, stats, centroids, 8, CV_32S);
- double rStart = a_diameterRange->GetStart() / 2.0;
- double rEnd = a_diameterRange->GetEnd() / 2.0;
- double areaStart = rStart * rStart * 3.14159;
- double areaEnd = rEnd * rEnd * 3.14159;
- COTSParticleList listParticleOut;
- for (size_t i = 1; i < number; i++)
- {
- int center_x = centroids.at<double>(i, 0);
- int center_y = centroids.at<double>(i, 1);
- //矩形边框
- int x = stats.at<int>(i, CC_STAT_LEFT);
- int y = stats.at<int>(i, CC_STAT_TOP);
- int w = stats.at<int>(i, CC_STAT_WIDTH);
- int h = stats.at<int>(i, CC_STAT_HEIGHT);
- int area = stats.at<int>(i, CC_STAT_AREA);
- double actualArea = area * a_pixelSize * a_pixelSize;
-
- if (actualArea >= areaStart && actualArea < areaEnd)
- {
- Rect rectMax = Rect(x, y, w, h);
- Mat rectROI = labels(rectMax).clone();
- Mat imageROI = Mat::zeros(rectMax.size(), cvcopyImg.type());
- //exclude the point which intersect into this bounding box but is not in this group.
- int label = i;
- for (int row = 0; row < rectROI.rows; row++)
- {
- for (int col = 0; col < rectROI.cols; col++)
- {
- int v = rectROI.at<int>(row, col);
- if (v == label)
- {
- imageROI.at<uchar>(row, col) = 255;
- }
- }
- }
- COTSParticleList roiParts;
- if (!GetOneParticleFromROI(rectMax.x, rectMax.y, rectMax.width, rectMax.height, imageROI.data, roiParts))
- {
- continue;
- }
- if (roiParts.size() > 0)
- {
- COTSParticlePtr roiPart = roiParts[0];
- roiPart->SetXRayPos(CPoint(center_x, center_y));
- CRect r = CRect(x, y, x + w, y + h);
- roiPart->SetParticleRect(r);
- roiPart->SetActualArea(actualArea);
- roiPart->SetPixelArea(area);
- listParticleOut.push_back(roiPart);
- }
-
- }
-
- }
- // form a image only have particles on
- //COTSSegmentsList listImage;
-
- for (auto pParticle : listParticleOut)
- {
- int area = pParticle->GetActualArea();
- double pActualArea = area ;
-
- COTSFeaturePtr pFeature = pParticle->GetFeature();
- COTSSegmentsList listSegment = pFeature->GetSegmentsList();
- long nPixelNum = 0;
- long nPixelAll = 0;
- int nStartS = 0;
- int nHeightS = 0;
- int nLengthS = 0;
- for (auto pSegment : listSegment)
- {
- // get particle average gray
- nStartS = pSegment->GetStart();
- nHeightS = pSegment->GetHeight();
- nLengthS = pSegment->GetLength();
- nPixelNum += (long)nLengthS;
- for (unsigned int i = 0; i < nLengthS; i++)
- {
- long nValueTemp = (long)*(pSrcImg + nHeightS * nWidthImg + nStartS + i);
- nPixelAll += nValueTemp;
- }
- }
- BYTE nAveGray = (BYTE)(nPixelAll / nPixelNum);
- pParticle->SetAveGray(nAveGray);
- auto fieldOTSRect = m_pFieldData->GetOTSRect();
- CPoint leftTop = fieldOTSRect.GetTopLeft();
- CRect rectInSinglefld = pParticle->GetParticleRect();
- CPoint OTSLeftTop = CPoint(leftTop.x + rectInSinglefld.left * a_pixelSize, leftTop.y - rectInSinglefld.top * a_pixelSize);
- CPoint OTSRightBottom = CPoint(leftTop.x + rectInSinglefld.right * a_pixelSize, leftTop.y - rectInSinglefld.bottom * a_pixelSize);
- COTSRect recInOTSCord = COTSRect(OTSLeftTop, OTSRightBottom);
- pParticle->SetOTSRect(recInOTSCord);
- }
- m_pFieldData->SetParticleList(listParticleOut);
- }
- delete[]pTempImg;
- return TRUE;
- }
- BOOL COTSImageProcess::SplitFieldImageIntoMatricsParticle(CBSEImgPtr fieldImg, double a_PixelSize, COTSFieldDataPtr outFldData)
- {
- int nWidthImg = fieldImg->GetWidth();
- int nHeightImg = fieldImg->GetHeight();
- outFldData->Width = nWidthImg;
- outFldData->Height = nHeightImg;
- CRect r = CRect(0, 0, nWidthImg, nHeightImg);
- CBSEImgPtr imgNoBGBinary = CBSEImgPtr(new CBSEImg(r));
-
- double xrayStep = m_imageProcessParam->GetXrayStep();
- xrayStep = xrayStep / a_PixelSize;
- auto rect = fieldImg->GetImageRect();
- std::vector<CPoint> matrixPs;
- GetMatrixPointsFromRect(rect, xrayStep, matrixPs);
-
- int i = 0;
- COTSParticleList matrixParts;
- for (auto point : matrixPs)
- {
- COTSParticlePtr part = COTSParticlePtr(new COTSParticle());
- COTSSegmentsList segs;
- for (int i = 0; i < xrayStep; i++)
- {
- COTSSegmentPtr seg = COTSSegmentPtr(new COTSSegment());
- seg->SetStart(point.x - xrayStep / 2);
- seg->SetLength(xrayStep);
- seg->SetHeight(point.y - xrayStep / 2 + i);
- //auto originalSegs = segsOnTheSameHeight[seg->GetHeight()];
- int currentH = seg->GetHeight();
- int segStart = seg->GetStart();
- int segEnd = seg->GetEnd();
- if (segStart < 0) segStart = 0;
- if (segEnd >= rect.Width()) segEnd = rect.Width()-1;
- if (currentH >= rect.Height()) continue;
- if (currentH < 0) continue;
- seg->SetStart(segStart);
- seg->SetEnd(segEnd);
- segs.push_back(seg);
-
- }
- if (segs.size() > 0)
- {
-
- part->GetFeature()->SetSegmentsList(segs);
- part->SetActualArea(xrayStep * xrayStep);
- part->CalXRayPos();
- part->SetFieldId(outFldData->GetId());
- part->SetAnalysisId(i);
- matrixParts.push_back(part);
- i++;
- }
- }
- outFldData->SetParticleList(matrixParts);
-
- return true;
- //-----------
- }
-
- BOOL COTSImageProcess::SplitRawImageIntoParticlesByWaterShed(CBSEImgPtr fieldImg, double a_PixelSize, COTSFieldDataPtr outFldData)
- {
- int nWidthImg = fieldImg->GetWidth();
- int nHeightImg = fieldImg->GetHeight();
- outFldData->Width = nWidthImg;
- outFldData->Height = nHeightImg;
- CRect r = CRect(0, 0, nWidthImg, nHeightImg);
- CBSEImgPtr imgNoBGBinary = CBSEImgPtr(new CBSEImg(r));
-
- COTSParticleList listMainParticle;
- BinaryProcess(fieldImg, m_imageProcessParam, imgNoBGBinary);
-
- CDoubleRange areaRng = m_imageProcessParam->GetIncArea();
- GetParticlesFromBinaryImage(imgNoBGBinary, areaRng, a_PixelSize, listMainParticle);
- outFldData->SetParticleList(listMainParticle);
-
-
- CBSEImgPtr noBgImg = CBSEImgPtr(new CBSEImg(fieldImg->GetImageRect()));
- RemoveBackGround(fieldImg, noBgImg);
- BlurImage(noBgImg);
- std::vector<CPoint> seeds;
- seeds.clear();
- FindSeedsByGrayScale(noBgImg, a_PixelSize, seeds);
- std::vector<CPoint> matrixseeds;
- matrixseeds.clear();
- if (seeds.size() <50)
- {
- auto step = areaRng.GetStart() * 4;
- GetMatrixPointsFromRect(fieldImg->GetImageRect(), step / a_PixelSize, matrixseeds);
- seeds.insert(seeds.end(), matrixseeds.begin(), matrixseeds.end());
- }
-
-
- Mat matImg = GetMatDataFromBseImg(noBgImg);
- Mat marks(matImg.size(), CV_32S);
- marks = Scalar::all(0);
- for (int index = 0; index < seeds.size(); index++)
- {
- auto p = seeds[index];
- marks.at<INT32>(p.y, p.x) = index + 10;
- }
- Mat imageGray3;
-
- cv::cvtColor(matImg, imageGray3, cv::COLOR_GRAY2RGB);//灰度转换 opencv4
- cv::watershed(imageGray3, marks);
- auto matBinNobg = GetMatDataFromParticles(listMainParticle, nWidthImg, nHeightImg);
- //the first "long" is the index of particle,the second "long" is the row number of the segment, the third "long" is the sequence of the pixel.
- std::map<long, std::map<long, std::set<long>>> pixelMap;
- for (int i = 0; i < marks.rows; i++)
- {
- for (int j = 0; j < marks.cols; j++)
- {
- if (matBinNobg.at<char>(i, j) == 0)
- {
- marks.at<int>(i, j) = 0;
- continue;
- }
- long index = marks.at<int>(i, j);
- if (index == -1)//if this pixel is on the border,then it will be absorbed by it's neighbor.
- {
- if (i + 1 < marks.rows && marks.at<int>(i + 1, j) != -1 && matBinNobg.at<char>(i + 1, j) != 0)
- {
- index = marks.at<int>(i + 1, j);
- }
- else if (j + 1 < marks.cols && marks.at<int>(i, j + 1) != -1 && matBinNobg.at<char>(i, j + 1) != 0)
- {
- index = marks.at<int>(i, j + 1);
- }
- else if (i > 0 && marks.at<int>(i - 1, j) != -1 && matBinNobg.at<char>(i - 1, j) != 0)
- {
- index = marks.at<int>(i - 1, j);
- }
- else if (j > 0 && marks.at<int>(i, j - 1) != -1 && matBinNobg.at<char>(i, j - 1) != 0)
- {
- index = marks.at<int>(i, j - 1);
- }
- marks.at<int>(i, j) = index;
- }
- pixelMap[index][i].insert(j);
- }
- }
- COTSParticleList listParticleOut;
- for (auto it = pixelMap.begin(); it != pixelMap.end(); it++)
- {
- if (it->first == -1) continue;
- if (it->first == 0) continue;
- auto pixelsegs = it->second;
- COTSParticlePtr newsubpart = COTSParticlePtr(new COTSParticle());
- COTSFeaturePtr newFea = COTSFeaturePtr(new COTSFeature());
- for (auto pixelseg : pixelsegs)
- {
- auto start = (*pixelseg.second.begin());
- for (auto pix = pixelseg.second.begin(); pix != pixelseg.second.end(); pix++)
- {
- auto curNode = pix;
- ++curNode;
- if ((curNode) != pixelseg.second.end())
- {
- if (*curNode - *pix > 1)
- {
- COTSSegmentPtr seg = COTSSegmentPtr(new COTSSegment());
- seg->SetStart(start);
- seg->SetEnd(*pix);
- seg->SetHeight(pixelseg.first);
- newFea->AddSegment(seg);
- start = *curNode;
- }
- }
- else
- {
- COTSSegmentPtr seg = COTSSegmentPtr(new COTSSegment());
- seg->SetStart(start);
- seg->SetEnd(*pix);
- seg->SetHeight(pixelseg.first);
- newFea->AddSegment(seg);
- }
- }
- }
- newsubpart->SetFeature(newFea);
- newsubpart->CalXRayPos();
- newsubpart->CalActualArea(a_PixelSize);
- CPoint pos = newsubpart->GetXRayPos();
- for (auto mp : listMainParticle)
- {
-
- auto fieldOTSRect = outFldData->GetOTSRect();
- CPoint leftTop = fieldOTSRect.GetTopLeft();
- CRect rectInSinglefld = mp->GetParticleRect();
- CPoint OTSLeftTop = CPoint(leftTop.x + rectInSinglefld.left * a_PixelSize, leftTop.y - rectInSinglefld.top * a_PixelSize);
- CPoint OTSRightBottom = CPoint(leftTop.x + rectInSinglefld.right * a_PixelSize, leftTop.y - rectInSinglefld.bottom * a_PixelSize);
- COTSRect recInOTSCord = COTSRect(OTSLeftTop, OTSRightBottom);
- mp->SetOTSRect(recInOTSCord);
- mp->SetFieldId(outFldData->GetId());
- if (mp->IfContain(pos))
- {
- CRect rectInSinglefld = newsubpart->GetParticleRect();
- CPoint OTSLeftTop = CPoint(leftTop.x + rectInSinglefld.left * a_PixelSize, leftTop.y - rectInSinglefld.top * a_PixelSize);
- CPoint OTSRightBottom = CPoint(leftTop.x + rectInSinglefld.right * a_PixelSize, leftTop.y - rectInSinglefld.bottom * a_PixelSize);
- COTSRect recInOTSCord = COTSRect(OTSLeftTop, OTSRightBottom);
- newsubpart->SetFieldId(mp->GetFieldId());
- newsubpart->SetOTSRect(recInOTSCord);
- mp->AddSubParticle(newsubpart);
- break;
- }
- }
- }
- return true;
- }
-
- CIntRangePtr COTSImageProcess::CalBackground(CBSEImgPtr m_pBSEImg)
- {
- auto ranges = CalcuGrayLevelRange(m_pBSEImg);
- return ranges[0];
- }
- std::vector<CIntRangePtr> COTSImageProcess::CalcuGrayLevelRange(CBSEImgPtr m_pBSEImg)
- {
- CIntRangePtr pBackground = CIntRangePtr(new CIntRange());
- WORD originChartData[MAXBYTE];
- WORD firstSmoothChart[MAXBYTE];
- WORD secondSmooth[MAXBYTE];
- //1. get chart data
- m_pBSEImg->SetChartData();
-
- memcpy(originChartData, m_pBSEImg->GetBSEChart(), sizeof(WORD) * MAXBYTE);
- originChartData[0] = 0;
- originChartData[254] = 0;
- linearSmooth5(originChartData, firstSmoothChart, MAXBYTE);
- linearSmooth5(firstSmoothChart, secondSmooth, MAXBYTE);
-
-
- //2. get down edge
- int nLengthEdge = MAXBYTE + 2;
- WORD n_aBSEChart[MAXBYTE + 2];
- memset(n_aBSEChart, 0, sizeof(WORD) * nLengthEdge);
- std::map<long, std::vector<int>> peakMap;// hold all the peaks in this spectrum which are sorted by there area.
- std::vector<int> currentUpSeries;
-
- std::vector<int> currentPeakSeries;
- // make sure the wave begin with up edge and end with down edge
- n_aBSEChart[0] = 0;
- n_aBSEChart[nLengthEdge - 1] = 0;
- memcpy(&n_aBSEChart[1], &secondSmooth, sizeof(WORD) * MAXBYTE);
- int nLengthCom = MAXBYTE + 1;
- // up edge
- for (int i = 0; i < nLengthCom; i++)
- {
- if (n_aBSEChart[i] <= n_aBSEChart[i + 1])//this is a upward edge
- {
-
- if (currentPeakSeries.size() > 0)
- {
- int seriesSize = currentPeakSeries.size();
- long area = 0;
- for (int i = 0; i < seriesSize; i++)
- {
- area = area + n_aBSEChart[currentPeakSeries[i]];
- }
- peakMap[area] = currentPeakSeries;
- currentPeakSeries.clear();
- }
- currentUpSeries.push_back(i + 1);// save all the continuous up edge
- }
- else//this is a downward edge
- {
- // encounter a downward edge means upward edge series end,
-
- if (currentUpSeries.size() > 0)
- {
-
- currentPeakSeries = currentUpSeries;
- currentUpSeries.clear();
- }
- currentPeakSeries.push_back(i + 1);
- }
- }
- if (currentPeakSeries.size() > 0)
- {
- int seriesSize = currentPeakSeries.size();
- long area = 0;
- for (int i = 0; i < seriesSize; i++)
- {
- area = area + n_aBSEChart[currentPeakSeries[i]];
- }
- peakMap[area] = currentPeakSeries;
- currentPeakSeries.clear();
- }
- std::vector<CIntRangePtr> ranges;
- std::map<long, std::vector<int>>::reverse_iterator it;
- for (it=peakMap.rbegin();it!=peakMap.rend();it++)
- {
- CIntRangePtr pRange = CIntRangePtr(new CIntRange());
- pRange->SetStart(it->second[0]);
- pRange->SetEnd(it->second[it->second.size()-1]);
- ranges.push_back(pRange);
- }
-
- return ranges;
-
- }
- void COTSImageProcess::GetSpecialGrayRangeImage(CBSEImgPtr a_pImgIn, CIntRange a_SpecialGrayRange, CBSEImgPtr a_pBinImgOut, long& foundedPixelNum)
- {
- // the background pixel will be 0,and the other part will be 255.
- ASSERT(a_pImgIn);
-
- int nWidthImg = a_pImgIn->GetWidth();
- int nHeightImg = a_pImgIn->GetHeight();
- long nImgSize = nWidthImg * nHeightImg;
- BYTE* pTempImg = new BYTE[nImgSize];
- BYTE* pSrcImg = a_pImgIn->GetImageDataPointer();
- BYTE* pPixel = new byte[nImgSize];
- long nBGStart;
- long nBGEnd;
-
- long nNumParticle = 0;
-
- nBGStart = a_SpecialGrayRange.GetStart();
- nBGEnd = a_SpecialGrayRange.GetEnd();
-
- // delete background
- for (unsigned int i = 0; i < nImgSize; i++)
- {
- if (pSrcImg[i] >= nBGStart && pSrcImg[i] <= nBGEnd)
- {
- pPixel[i] = 255;
- nNumParticle++;
- }
- else
- {
- pPixel[i] = 0;
-
- }
-
- }
-
- BErode3(pPixel, pTempImg, 5, nHeightImg, nWidthImg);
- BDilate3(pTempImg, pPixel, 5, nHeightImg, nWidthImg);
-
-
-
- a_pBinImgOut->SetImageData(pPixel, nWidthImg, nHeightImg);
- foundedPixelNum = nNumParticle;
- delete[] pTempImg;
- return;
- }
- void COTSImageProcess::BinaryProcess(CBSEImgPtr a_pImgIn, COTSImageProcessParamPtr a_pImageProcessParam, CBSEImgPtr a_pBinImgOut/*,long& foundedPixelNum*/)
- {
- // the background pixel will be 0,and the other part will be 255.
- ASSERT(a_pImgIn);
- ASSERT(a_pImageProcessParam);
- int nWidthImg = a_pImgIn->GetWidth();
- int nHeightImg = a_pImgIn->GetHeight();
- long nImgSize = nWidthImg * nHeightImg;
-
- BYTE* pSrcImg = a_pImgIn->GetImageDataPointer();
-
- BYTE* pPixel= new BYTE[nImgSize];
- Mat srcImgMat = GetMatDataFromBseImg(a_pImgIn);
- Mat rstMat;
-
- long nBGStart;
- long nBGEnd;
- long nPartStart;
- long nPartEnd;
- long nNumParticle = 0;
- if (a_pImageProcessParam->GetBGRemoveType() == OTS_BGREMOVE_TYPE::MANUAL || a_pImageProcessParam->GetBGRemoveType() == OTS_BGREMOVE_TYPE::WaterShed)
- {
- nBGStart = a_pImageProcessParam->GetBGGray().GetStart();
- nBGEnd = a_pImageProcessParam->GetBGGray().GetEnd();
- nPartStart = a_pImageProcessParam->GetParticleGray().GetStart();
- nPartEnd = a_pImageProcessParam->GetParticleGray().GetEnd();
-
-
-
- //CVRemoveBG(srcImgMat, rstMat, nBGStart, nBGEnd);
- RemoveBG_old(srcImgMat, rstMat, nBGStart, nBGEnd, nNumParticle);
- pPixel = rstMat.data;
-
-
- }
- else
- {
-
-
- switch (a_pImageProcessParam->GetAutoBGRemoveType())
- {
- case OTS_AUTOBGREMOVE_TYPE::DOWNWARD:
-
- //RemoveBG_old(srcImgMat, rstMat, 0, nBGEnd, nNumParticle);
- //CVRemoveBG(srcImgMat, rstMat, 0, nBGEnd, nNumParticle);
- AutoRemove_background_OTS(srcImgMat, rstMat, 1);
- break;
- case OTS_AUTOBGREMOVE_TYPE::UPWARD:
-
- //RemoveBG_old(srcImgMat, rstMat, nBGStart, 255, nNumParticle);
- //CVRemoveBG(srcImgMat, rstMat, nBGStart, 255, nNumParticle);
- AutoRemove_background_OTS(srcImgMat, rstMat, 0);
- break;
- case OTS_AUTOBGREMOVE_TYPE::MIDDLE:
-
- //RemoveBG_old(srcImgMat, rstMat, nBGStart, nBGEnd, nNumParticle);
- //CVRemoveBG(srcImgMat, rstMat, nBGStart, nBGEnd, nNumParticle);
- AutoRemove_background_OTS(srcImgMat, rstMat, 2);
- break;
- default:
- break;
- }
- pPixel = rstMat.data;
-
-
- }
- a_pBinImgOut->SetImageData(pPixel,nWidthImg,nHeightImg);
-
-
-
-
- return ;
- }
- void COTSImageProcess::RemoveBackGround(CBSEImgPtr a_pImgIn, CBSEImgPtr a_pBinImgOut)
- {
- // the background pixel will be 0,and the other part will be 255.
- ASSERT(a_pImgIn);
- ASSERT(m_imageProcessParam);
- int nWidthImg = a_pImgIn->GetWidth();
- int nHeightImg = a_pImgIn->GetHeight();
- long nImgSize = nWidthImg * nHeightImg;
- BYTE* pTempImg = new BYTE[nImgSize];
- BYTE* pSrcImg = a_pImgIn->GetImageDataPointer();
- BYTE* pPixel = new byte[nImgSize];
- long nBGStart;
- long nBGEnd;
- long nPartStart;
- long nPartEnd;
- long nNumParticle = 0;
- if (m_imageProcessParam->GetBGRemoveType() == OTS_BGREMOVE_TYPE::MANUAL|| m_imageProcessParam->GetBGRemoveType() == OTS_BGREMOVE_TYPE::WaterShed)
- {
- nBGStart = m_imageProcessParam->GetBGGray().GetStart();
- nBGEnd = m_imageProcessParam->GetBGGray().GetEnd();
- nPartStart = m_imageProcessParam->GetParticleGray().GetStart();
- nPartEnd = m_imageProcessParam->GetParticleGray().GetEnd();
- // delete background
- for (unsigned int i = 0; i < nImgSize; i++)
- {
- if (pSrcImg[i] >= nBGStart && pSrcImg[i] <= nBGEnd)
- {
- pPixel[i] = 0;
- }
- else
- {
-
- pPixel[i] = pSrcImg[i];
- nNumParticle++;
-
- }
- if (pSrcImg[i]<nPartStart || pSrcImg[i]>nPartEnd)
- {
- pPixel[i] = 0;
- }
- }
-
- }
-
- a_pBinImgOut->SetImageData(pPixel, nWidthImg, nHeightImg);
-
- delete[] pTempImg;
- return;
- }
- BOOL COTSImageProcess::GetParticles(long left, long top, long a_nWidth, long a_nHeight, const BYTE* a_pPixel, COTSParticleList& a_listParticles)
- {
- ASSERT(a_pPixel);
- if (!a_pPixel)
- {
- return FALSE;
- }
- //a_listParticles.clear();
- COTSParticleList findedParts;
- COTSSegmentsList listSegment;
- listSegment.clear();
- //1. get segment line by line
- if (!GetSegmentList(left, top, a_nWidth, a_nHeight, a_pPixel, listSegment))
- {
- return FALSE;
- }
- if ((int)listSegment.size() == 0)
- {
- return FALSE;
- }
- //2. save the temp feature
- COTSFeatureList listFeature;
- listFeature.clear();
- if (!GetFeatureList(listSegment, listFeature))//get every feature for all the particle,the complete feature.
- {
- return FALSE;
- }
- if ((int)listFeature.size() == 0)
- {
- return FALSE;
- }
- /*COTSParticleList listParticles;
- listParticles.clear();*/
- if (!ChangeFeaturelist(listFeature, findedParts))
- {
- return FALSE;
- }
- for (auto f : findedParts)
- {
- a_listParticles.push_back(f);
- }
- return TRUE;
- }
- BOOL COTSImageProcess::GetOneParticleFromROI(long left, long top, long a_nWidth, long a_nHeight, const BYTE* a_pPixel, COTSParticleList& a_listParticles)
- {
- ASSERT(a_pPixel);
- if (!a_pPixel)
- {
- return FALSE;
- }
- //a_listParticles.clear();
- COTSParticleList findedParts;
- COTSSegmentsList listSegment;
- listSegment.clear();
- //1. get segment line by line
- if (!GetSegmentList(left, top, a_nWidth, a_nHeight, a_pPixel, listSegment))
- {
- return FALSE;
- }
- if ((int)listSegment.size() == 0)
- {
- return FALSE;
- }
- //2. save the temp feature
- COTSFeatureList listFeature;
- listFeature.clear();
- COTSFeaturePtr fea = COTSFeaturePtr(new COTSFeature());
-
- fea->SetSegmentsList(listSegment);
-
- listFeature.push_back(fea);
- if ((int)listFeature.size() == 0)
- {
- return FALSE;
- }
-
- if (!ChangeFeaturelist(listFeature, findedParts))
- {
- return FALSE;
- }
- for (auto f : findedParts)
- {
- a_listParticles.push_back(f);
- }
- return TRUE;
- }
- BOOL COTSImageProcess::GetSegmentList(long left, long top, long a_nWidth, long a_nHeight, const BYTE* a_pPixel, COTSSegmentsList& a_listSegments)
- {
- ASSERT(a_pPixel);
-
- long nImgSize = a_nWidth * a_nHeight;
- a_listSegments.clear();
- //1. get segment line by line
- long nLine, nm, nn;
- long nStart = 0, nLength = 0;
- for (nLine = 0; nLine < a_nHeight; nLine++)
- {
- for (nm = 0; nm < a_nWidth; nm += (nLength + 1))
- {
- nLength = 0;
- // get start
- if (*(a_pPixel + nLine * a_nWidth + nm) != 0)
- {
- nStart = nm;
- nLength++;
- //get length
- for (nn = nm + 1; nn < a_nWidth; nn++)
- {
- // check if segment is over, break
- if (nLength != 0)
- {
- if (*(a_pPixel + nLine * a_nWidth + nn) == 0)
- break;
- }
- if (*(a_pPixel + nLine * a_nWidth + nn) != 0)
- {
- nLength++;
- }
- }
- // generate segment
- COTSSegmentPtr pSegment = COTSSegmentPtr(new COTSSegment(nLine + top, nStart + left, nLength));
- a_listSegments.push_back(pSegment);
- }
- else
- {
- continue;
- }
- }
- }
- if ((int)a_listSegments.size() == 0)
- {
- //LogErrorTrace(__FILE__, __LINE__, _T("no particle is found."));
- return FALSE;
- }
- return TRUE;
- }
- BOOL COTSImageProcess::GetFeatureList(COTSSegmentsList& a_listSegments, COTSFeatureList& a_listFeatures)
- {
- COTSSegmentsList listSegmentNew;
- std::map<long, COTSSegmentsList > mapOneLineSegments;
- for each (auto s in a_listSegments)
- {
- mapOneLineSegments[s->GetHeight()].push_back(s);//sorting all the segments base on the line number.
- }
- std::map<long, COTSSegmentsList >::iterator lineItr = mapOneLineSegments.begin();//find the highest line
- while (lineItr != mapOneLineSegments.end())
- {
- for (auto s = lineItr->second.begin(); s < lineItr->second.end(); )//find one segment of this line.
- {
- COTSSegmentPtr bottomSeg = *s;
- listSegmentNew.clear();
- listSegmentNew.push_back(*s);
- s = lineItr->second.erase(s);
- std::map<long, COTSSegmentsList >::iterator tempItr = lineItr;
- tempItr++;
- for (; tempItr != mapOneLineSegments.end(); tempItr++)//find all other lines of segments
- {
- if (tempItr->first - bottomSeg->GetHeight() > 1)
- {
- break;
- }
- for (auto nextLineSegment = tempItr->second.begin(); nextLineSegment < tempItr->second.end();)//find next line's all segments
- {
- if (((*nextLineSegment)->GetStart() - (bottomSeg->GetStart() + bottomSeg->GetLength())) > 1)
- {
- break;
- }
- if (bottomSeg->UpDownConection(**nextLineSegment))
- {
- listSegmentNew.push_back(*nextLineSegment);
- bottomSeg = *nextLineSegment;
- nextLineSegment = tempItr->second.erase(nextLineSegment);
- break;
- }
- if (tempItr->second.size() > 0)
- {
- nextLineSegment++;
- }
- else
- {
- break;
- }
- }
- }
- COTSFeaturePtr pFeature = COTSFeaturePtr(new COTSFeature());
- pFeature->SetSegmentsList(listSegmentNew);
- //check if this new feature is connected with other found feature.
- COTSSegmentPtr topSeg = listSegmentNew[0];//find the toppest segment of this new feature.
- COTSSegmentPtr bottomSegment = listSegmentNew[listSegmentNew.size() - 1];//find the lowest segment of this new feature.
- bool haveMerged = false;
- for each (auto f in a_listFeatures)
- {
- for (auto seg : f->GetSegmentsList())
- {
- if (bottomSegment->UpDownConection(*seg) || topSeg->UpDownConection(*seg))
- {
- COTSSegmentsList segs = f->GetSegmentsList();
- for (auto s : listSegmentNew)
- {
- segs.push_back(s);
- }
- f->SetSegmentsList(segs);
- haveMerged = true;
- break;
- }
- }
- if (haveMerged)
- {
- break;
- }
- }
- if (!haveMerged)
- {
- a_listFeatures.push_back(pFeature);
- }
- if (lineItr->second.size() == 0)
- {
- break;
- }
- }
- lineItr++;
- }
- return true;
- }
- BOOL COTSImageProcess::ChangeFeaturelist(COTSFeatureList& a_listFeatures, COTSParticleList& a_listParticle)
- {
-
- for (auto pFeature : a_listFeatures)
- {
- COTSParticlePtr pParticle = COTSParticlePtr(new COTSParticle());
- pParticle->SetFeature(pFeature);
-
- a_listParticle.push_back(pParticle);
- }
- if ((int)a_listParticle.size() == 0)
- {
- return FALSE;
- }
- return TRUE;
- }
- BOOL COTSImageProcess::GetParticlesFromBinaryImage(CBSEImgPtr m_pBSEImg, CDoubleRange a_diameterRange, double a_pixelSize, COTSParticleList& listParticleOut)
- {
- int height, width;
- height = m_pBSEImg->GetHeight();
- width = m_pBSEImg->GetWidth();
- BYTE* pPixel = m_pBSEImg->GetImageDataPointer();
- Mat nobgMat = Mat(height, width, CV_8UC1, pPixel);
- Mat labels = Mat::zeros(nobgMat.size(), CV_32S);
- Mat stats, centroids;
- int number = connectedComponentsWithStats(nobgMat, labels, stats, centroids, 8, CV_32S);
- double rStart = a_diameterRange.GetStart()/2.0;
- double rEnd = a_diameterRange.GetEnd()/2.0;
- double areaStart = rStart* rStart * 3.14159;
- double areaEnd = rEnd* rEnd * 3.14159;
- //COTSParticleList listParticleOut;
- for (size_t i = 1; i < number; i++)
- {
- int center_x = centroids.at<double>(i, 0);
- int center_y = centroids.at<double>(i, 1);
- //矩形边框
- int x = stats.at<int>(i, CC_STAT_LEFT);
- int y = stats.at<int>(i, CC_STAT_TOP);
- int w = stats.at<int>(i, CC_STAT_WIDTH);
- int h = stats.at<int>(i, CC_STAT_HEIGHT);
- int area = stats.at<int>(i, CC_STAT_AREA);
- double actualArea = area * a_pixelSize * a_pixelSize;
- if (actualArea >= areaStart && actualArea < areaEnd)
- {
- Rect rectMax = Rect(x, y, w, h);
- Mat rectROI = labels(rectMax).clone();
- Mat imageROI = Mat::zeros(rectMax.size(), nobgMat.type());
- //exclude the point which intersect into this bounding box but is not in this group.
- int label = i;
- for (int row = 0; row < rectROI.rows; row++)
- {
- for (int col = 0; col < rectROI.cols; col++)
- {
- int v = rectROI.at<int>(row, col);
- if (v == label)
- {
- imageROI.at<uchar>(row, col) = 255;
- }
- }
- }
- COTSParticleList roiParts;
- if (!GetOneParticleFromROI(rectMax.x, rectMax.y, rectMax.width, rectMax.height, imageROI.data, roiParts))
- {
- continue;
- }
- if (roiParts.size() > 0)
- {
- COTSParticlePtr roiPart = roiParts[0];
- roiPart->SetXRayPos(CPoint(center_x, center_y));
- CRect r = CRect(x, y, x + w, y + h);
- roiPart->SetParticleRect(r);
- roiPart->SetActualArea(actualArea);
- roiPart->SetPixelArea(area);
- listParticleOut.push_back(roiPart);
- }
- }
- }
- return TRUE;
- }
- void COTSImageProcess::findPeakAndValley(const vector<int>& v, vector<int>& peakPositions, vector<int>& valleyPositions)
- {
- vector<int> diff_v(v.size() - 1, 0);
- // 计算V的一阶差分和符号函数trend
- for (vector<int>::size_type i = 0; i != diff_v.size(); i++)
- {
- if (v[i + 1] - v[i] > 0)
- diff_v[i] = 1;
- else if (v[i + 1] - v[i] < 0)
- diff_v[i] = -1;
- else
- diff_v[i] = 0;
- }
- // 对Trend作了一个遍历
- for (int i = diff_v.size() - 1; i >= 0; i--)
- {
- if (diff_v[i] == 0 && i == diff_v.size() - 1)
- {
- diff_v[i] = 1;
- }
- else if (diff_v[i] == 0)
- {
- if (diff_v[i + 1] >= 0)
- diff_v[i] = 1;
- else
- diff_v[i] = -1;
- }
- }
- for (vector<int>::size_type i = 0; i != diff_v.size() - 1; i++)
- {
- if (diff_v[i + 1] - diff_v[i] == -2)
- peakPositions.push_back(i + 1);
- if (diff_v[i + 1] - diff_v[i] == 2)
- valleyPositions.push_back(i + 1);
- }
- }
- std::vector<CIntRange> COTSImageProcess::GetValidGreyLevelRanges(CBSEImgPtr pBSEImg)
- {
- WORD originChartData[MAXBYTE];
- //1. get chart data
- pBSEImg->SetChartData();
- memcpy(originChartData, pBSEImg->GetBSEChart(), sizeof(WORD) * MAXBYTE);
- originChartData[0] = 0;
- std::vector<int> greyChart;
- for (int i = 0; i < MAXBYTE; i++)
- {
- greyChart.push_back((int)originChartData[i]);
- }
- std::vector<int> peaks;
- std::vector<int> valleys;
- findPeakAndValley(greyChart, peaks, valleys);
- if ((peaks.size() - valleys.size()) == 1)
- {
- valleys.push_back(254);
- }
- std::map<int, MyGreyPeak*> peakMap;// hold all the peaks in this spectrum which are sorted by there area.
- MyGreyPeak* lastRng = NULL;
- MyGreyPeak* firstRng = NULL;
- for (int i = 0; i < peaks.size(); i++)
- {
- MyGreyPeak* gr = new MyGreyPeak();
- if (i == 0)
- {
- gr->start = 0;
- }
- else
- {
- gr->start = valleys[i - 1];
- }
- gr->end = valleys[i];
- for (int j = gr->start; j < gr->end; j++)
- {
- gr->area += originChartData[j];
- }
- gr->peakPos = peaks[i];
- gr->peakValue = originChartData[peaks[i]];
- gr->valleyValue = valleys[i];
- if (firstRng == NULL)
- {
- firstRng = gr;
- lastRng = gr;
- }
- else
- {
- gr->preRng = lastRng;
- lastRng->nextRng = gr;
- }
- lastRng = gr;
- peakMap[gr->start] = gr;
- }
- int validGreyLevelNum = 0;//statistic the none zero grey level number
- long partArea = 0;
- for (int i = 0; i < 255; i++)
- {
- if (originChartData[i] != 0)
- {
- validGreyLevelNum += 1;
- partArea += originChartData[i];
- }
- }
- auto curRange = firstRng;
- int maxPeakValue = curRange->peakValue;
- while (curRange != NULL)
- {
- if (curRange->peakValue > maxPeakValue)
- {
- maxPeakValue = curRange->peakValue;
- }
- curRange = curRange->nextRng;
- }
- curRange = firstRng;
- while (curRange != NULL)
- {
- curRange->maxPeakvalue = maxPeakValue;
- curRange->allNoneZeroGreyLevelNum = validGreyLevelNum;
- curRange = curRange->nextRng;
- }
- MyGreyPeak* firstRng1=NULL;
- MyGreyPeak::MergeGreyPeaks(firstRng,firstRng1);
- std::vector<CIntRange> ranges;
- auto curRange1 = firstRng1;
- while (curRange1 != NULL)
- {
- CIntRange pRange;
- pRange.SetStart(curRange1->start);
- pRange.SetEnd(curRange1->end);
- ranges.push_back(pRange);
- curRange1 = curRange1->nextRng;
- }
- return ranges;
- }
- BOOL COTSImageProcess::FindSeedsByGrayScale(CBSEImgPtr fieldImg, double a_PixelSize, std::vector<CPoint>& OutSeeds)
- {
- ASSERT(fieldImg);
- ASSERT(m_imageProcessParam);
- int nWidthImg = fieldImg->GetWidth();
- int nHeightImg = fieldImg->GetHeight();
- long nImgSize = nWidthImg * nHeightImg;
- std::vector<CIntRange> validPeaks = GetValidGreyLevelRanges(fieldImg);
- CRect r = CRect(0, 0, nWidthImg, nHeightImg);
- CBSEImgPtr imgNoBGBinary = CBSEImgPtr(new CBSEImg(r));
- for (int i = 0; i < validPeaks.size(); i++)
- {
- CIntRange pRange = validPeaks[i];
- if (pRange.GetStart() == 0)//prevent the 0 grey pixels being recognized as particle.
- {
- pRange.SetStart(3);
- }
- long nNumParticle = 0;
- GetSpecialGrayRangeImage(fieldImg, pRange, imgNoBGBinary, nNumParticle);
- if (nNumParticle == 0)
- {
- continue;
- }
- else
- {
- // get the area image
- Mat matImg = GetMatDataFromBseImg(imgNoBGBinary);
- Mat labels = Mat::zeros(matImg.size(), CV_32S);
- Mat stats, centroids;
- int number = connectedComponentsWithStats(matImg, labels, stats, centroids, 8, CV_32S);
- auto incsize = m_imageProcessParam->GetIncArea();
- double rStart = incsize.GetStart() / 2.0;
- double rEnd = incsize.GetEnd() / 2.0;
- double pixelarea = a_PixelSize * a_PixelSize;
- double areaStart = rStart* rStart * 3.14159*pixelarea;
- double areaEnd = rEnd* rEnd * 3.14159*pixelarea;
- /*double areaStart = 0;
- double areaEnd = 1000;*/
- for (size_t i = 1; i < number; i++)
- {
- int center_x = centroids.at<double>(i, 0);
- int center_y = centroids.at<double>(i, 1);
- int area = stats.at<int>(i, CC_STAT_AREA);
- double actualArea = area * a_PixelSize * a_PixelSize;
- if (actualArea >= areaStart && actualArea < areaEnd)
- {
- CPoint seed = CPoint(center_x, center_y);
- OutSeeds.push_back(seed);
- }
- }
- }
- }
- return true;
- }
- BOOL COTSImageProcess::GetMatrixPointsFromRect(CRect rect, double xrayStep, std::vector<CPoint>& matrixPs)
- {
- int colnum = ceil((double)rect.Width() / xrayStep + 0.5);
- if (colnum % 2 == 0) colnum += 1;//let the number to be an odd number.Then we can make the middle point in the center of the particle exactly.
- int rownum = ceil((double)rect.Height() / xrayStep + 0.5);
- if (rownum % 2 == 0) rownum += 1;
- CPoint theFirst = CPoint(rect.left - (colnum * xrayStep - rect.Width()) / 2 + xrayStep / 2, rect.top - (rownum * xrayStep - rect.Height()) / 2 + xrayStep / 2);
- for (int i = 0; i < rownum; i++)
- {
- for (int j = 0; j < colnum; j++)
- {
- double x = (double)theFirst.x + (double)j * xrayStep;
- double y = (double)theFirst.y + (double)i * xrayStep;
- CPoint thePoint = CPoint(x, y);
- if (rect.PtInRect(thePoint))
- {
- matrixPs.push_back(thePoint);
- }
-
- }
- }
- return true;
- }
-
- BOOL COTSImageProcess::CalcuParticleImagePropertes(COTSParticlePtr a_pOTSPart, double a_PixelSize)
- {
- //--------- convert this particle data to image data,construct an image only with this particle.------
- const int nExpand_Size = 3;
- const int nWhiteColor = 0;
- const int nThickness = 1;
- // lineType Type of the line
- const int nLineType = 8;
- // get rectangle of the particle
- CRect rect = a_pOTSPart->GetParticleRect();
- if (a_pOTSPart->GetActualArea() < 30 * a_PixelSize)// the particle is too small that openCV can't calculate a width value of it. Then we take the upright rect of the particle as it's minArea rect.
- {
- double w = 0, h = 0;
- w = (double)rect.Width()*a_PixelSize;
- h = (double)rect.Height()*a_PixelSize;
- a_pOTSPart->SetDMax(MAX(w, h));
- a_pOTSPart->SetDMin(MIN(w, h));
- a_pOTSPart->SetDMean((w + h) / 2);
- a_pOTSPart->SetFeretDiameter((w + h) / 2);
- a_pOTSPart->SetDElong(MAX(w, h));
- a_pOTSPart->SetPerimeter((w+h)*2);
- a_pOTSPart->SetDPerp(MIN(w, h));
- a_pOTSPart->SetDInscr(MIN(w, h));
- a_pOTSPart->SetMinWidth(w);
- a_pOTSPart->SetMinHeight(h);
- return true;
- }
- // calculate the particle image data size, expand 3 pixel at the edge
- Mat particleImage = Mat::zeros(rect.Height() + nExpand_Size , rect.Width() + nExpand_Size , CV_8U);
- // get the segment list
- COTSSegmentsList listSegment = a_pOTSPart->GetFeature()->GetSegmentsList();
- for (auto pSegment : listSegment)
- {
- int nStart = pSegment->GetStart() - rect.left + nExpand_Size;
- int nEnd = pSegment->GetStart() + pSegment->GetLength() - rect.left - 1 + nExpand_Size;
- int nHeight = pSegment->GetHeight() - rect.top + nExpand_Size;
- line(particleImage, Point(nStart, nHeight), Point(nEnd, nHeight), Scalar(nBlackColor), nThickness, nLineType);
- }
- //--------abstract the contour of the particle.
-
- vector<vector<Point>>contours;
-
- findContours(particleImage, contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
- if (contours.size()==0)// the particle is too odd that openCV can't find a contour of it. Then we take the upright rect of the particle as it's minArea rect.
- {
- double w = 0, h = 0;
- w = (double)rect.Width()*a_PixelSize;
- h = (double)rect.Height()*a_PixelSize;
- a_pOTSPart->SetDMax(MAX(w, h));
- a_pOTSPart->SetDMin(MIN(w, h));
- a_pOTSPart->SetDMean((w + h) / 2);
- a_pOTSPart->SetFeretDiameter((w + h) / 2);
- a_pOTSPart->SetDElong(MAX(w, h));
- a_pOTSPart->SetPerimeter((w + h) * 2);
- a_pOTSPart->SetDPerp(MIN(w, h));
- a_pOTSPart->SetDInscr(MIN(w, h));
- a_pOTSPart->SetMinWidth(w);
- a_pOTSPart->SetMinHeight(h);
- return true;
- }
- int imaxcontour = 0, imax = 0;
- for (unsigned int i = 0; i < contours.size(); i++) {
- int itmp = contourArea(contours[i]);
- if (imaxcontour < itmp) {
- imax = i;
- imaxcontour = itmp;
- }
- }
- vector<Point > listEdge = contours[imax];
-
- vector<vector<Point>>Outcontours;
- Outcontours.push_back(listEdge);
- //---------calculate the minimium rectangle
- auto rRect = cv::minAreaRect(listEdge);
- Point2f p[4];
- rRect.points(p);
- int D_MIN =getDistance(p[0], p[1]);
- int D_MinRecLen = 0;//minareaRect's length(the longger side).
- for (int j = 0; j <= 2; j++)
- {
- //line(cvContourImg, p[j], p[(j + 1) % 4], Scalar(100, 100, 0), 2);
- int d = getDistance(p[j], p[j + 1]);
- if (d < D_MIN)
- {
- D_MIN = d;
- }
- if (d > D_MinRecLen)
- {
- D_MinRecLen = d;
- }
- }
- a_pOTSPart->SetDMin(D_MIN*a_PixelSize);
- a_pOTSPart->SetMinWidth(rRect.size.width);
- a_pOTSPart->SetMinHeight(rRect.size.height);
- //----------calculate the perimeter
- double d = arcLength(listEdge, true);
- a_pOTSPart->SetPerimeter(d*a_PixelSize);
- //-----------calculate the Max Diameter. Find the min enclosing circle first ,then find the two farthest circle connected point.
- Point2f center; float radius;
- minEnclosingCircle(listEdge, center, radius);
- //circle(cvContourImg, center, radius, Scalar(100), 2);
- std::vector <Point> outContour = listEdge;
-
- std::vector <Point> rst;
- for (unsigned int k = 0; k < outContour.size(); k++)
- {
- Point p = outContour[k];
- double d = sqrt(pow((p.x - center.x), 2) + pow((p.y - center.y), 2));
- if (fabs(d - radius) < 0.01)
- {
- rst.push_back(p);
- }
- }
- double D_MAX = 0;
- Point lineDmax[2];
- for (unsigned int m = 0; m < rst.size(); m++)
- {
- Point p = rst[m];
- for (unsigned int n = m + 1; n < rst.size(); n++)
- {
- Point p1 = rst[n];
- double d = sqrt(powf((p.x - p1.x), 2) + powf((p.y - p1.y), 2));
- if (d > D_MAX)
- {
- D_MAX = d;
- lineDmax[0] = p;
- lineDmax[1] = p1;
- }
- }
- }
- a_pOTSPart->SetDMax(D_MAX*a_PixelSize);
-
- //--------calculate the D_PERP property using the D_MAX's two endpoints.
- std::vector<Point> curve1;
- std::vector<Point> curve2;
- for (unsigned int i = 0; i < outContour.size(); i++)
- {
- Point pt = outContour[i];
- bool start = false;
- int clockwise = Side(lineDmax[0], lineDmax[1], pt);// devide these points into two group ,separate into the two sides.
- if (clockwise > 0)
- {
- curve1.push_back(pt);
- }
- else
- {
- curve2.push_back(pt);
- }
- }
- double d_perp1 = 0, d_perp2 = 0;
- for (unsigned int i = 0; i < curve1.size(); i++)
- {
- double d = getDist_P2L(curve1[i], lineDmax[0], lineDmax[1]);
- if (d > d_perp1)
- {
- d_perp1 = d;
- }
- }
- for (unsigned int i = 0; i < curve2.size(); i++)
- {
- double d = getDist_P2L(curve2[i], lineDmax[0], lineDmax[1]);
- if (d > d_perp2)
- {
- d_perp2 = d;
- }
- }
- a_pOTSPart->SetDPerp((d_perp1 + d_perp2)*a_PixelSize);
- //----------find the diameter of max inscribed circle
- int r;
- Point inscribeCirclecenter;
- FindInnerCircleInContour(outContour, inscribeCirclecenter, r);
- //--------------------------------------------------------calculate the xraypos !
-
- CRect rec = a_pOTSPart->GetParticleRect();
-
- a_pOTSPart->SetXRayPos(CPoint(inscribeCirclecenter.x - nExpand_Size + rec.left - 1, inscribeCirclecenter.y - nExpand_Size + rec.top - 1));
-
- a_pOTSPart->SetDInscr(r * 2 * a_PixelSize);
- //---------------calculate the image other caracater: length/width realArea/minRectangeArea etc. we can use these propertes to do forward process.
- double minRectArea = D_MIN * D_MinRecLen*a_PixelSize*a_PixelSize;//最小外接矩形面积
- double fillRatio = a_pOTSPart->GetActualArea() / minRectArea;//实际面积与最小外接矩形面积比,that's the fill rate.
- double lengthWidthRatio;
- lengthWidthRatio = (double)D_MinRecLen / D_MIN;//长宽比
-
- //decide if this shape is a strip shape :if the lenthWidthRatio>2 then it is. if the lengthWidthRatio<2 and the areaRatio<0.5 then it is.
- bool isStripShape = false;
- double curveLength = 0;
- double D_MEAN=0;
- Moments mu;
- mu = moments(listEdge, false);
- int nx = mu.m10 / mu.m00;
- int ny = mu.m01 / mu.m00;
- //circle(cvcopyImg, Point(nx, ny), 1, (255), 1);
- Point ptCenter = Point((int)nx, (int)ny);
- if (pointPolygonTest(listEdge, ptCenter, false) != 1)// the center point doesn't contain in the contour, we think it as curve shape.
- {
- isStripShape = true;
- }
- /*if (lengthWidthRatio >= 2 )// in PartA software this is true,but IncA because of the GB definition the everage feret diameter is always the mean value of all the chord.
- {
-
- isStripShape = true;
- }*/
-
- if (fillRatio <= 0.4)// only when the fill rate is very low,we think it as a curve shape,then we choose the mean width as the feret diameter.
- {
- isStripShape = true;
- }
-
- if (isStripShape)
- {
- curveLength = a_pOTSPart->GetPerimeter()/2 - a_pOTSPart->GetDInscr()/2;// thinking this particle as a strip rectangle.the width is the max inscribe circle diameter/2.
- if (curveLength < D_MAX)
- {
- curveLength = D_MAX;
- }
- if (curveLength < MIN_DOUBLE_VALUE || a_pOTSPart->GetActualArea()<MIN_DOUBLE_VALUE)
- {
- D_MEAN = 0;
- }
- else
- {
- D_MEAN = a_pOTSPart->GetActualArea() / curveLength;
- }
-
- a_pOTSPart->SetDMean(D_MEAN*a_PixelSize);
- a_pOTSPart->SetFeretDiameter(D_MEAN*a_PixelSize);
- a_pOTSPart->SetDElong (curveLength*a_PixelSize);
- }
- else//it's a ball shape particle
- {
- curveLength = D_MAX;
- double ftd = 0, maxD = 0, minD = 0, dratio = 0;
- GetParticleAverageChord(outContour, a_PixelSize, ftd);
-
- a_pOTSPart->SetDMean(ftd);
- a_pOTSPart->SetFeretDiameter(ftd);
- a_pOTSPart->SetDElong(curveLength*a_PixelSize);
- }
-
- if (a_pOTSPart->GetAspectRatio() > 2)
- {
- double angle;
- if (rRect.size.width > rRect.size.height) // w > h
- {
- angle = abs(rRect.angle);
- }
- else
- {
- angle = 90.0 + abs(rRect.angle);
- }
- a_pOTSPart->SetOrientation(angle);
- }
- else
- {
- a_pOTSPart->SetOrientation(0);
- }
-
- return true;
-
- }
-
-
-
- void COTSImageProcess::ImshowImage(CBSEImgPtr img)
- {
- BYTE* data = img->GetImageDataPointer();
- //Mat cvImg;
- cv::Size s;
- s.width = img->GetImageSize().cx;
- s.height = img->GetImageSize().cy;
- Mat cvImg=Mat::zeros(s, CV_8U);
- cvImg.data = data;
-
- cv::imshow("dd", cvImg);
- cv::waitKey();
-
- }
- void COTSImageProcess::ImshowChartData(CBSEImgPtr img)
- {
- img->SetChartData();
- WORD* data = img->GetBSEChart();
- //Mat cvImg;
- cv::Size s;
- s.width = 255;
- s.height = 100;
- Mat cvImg = Mat::zeros(s, CV_8U);
- //cvImg.data = data;
- WORD nBSEChart[MAXBYTE];
- //1. get chart data
-
- linearSmooth5(data, nBSEChart, MAXBYTE);
- for (int i=1;i<255;i++)
- {
-
- line(cvImg, Point(i, 100-nBSEChart[i]), Point(i+1, 100-nBSEChart[i+1]), Scalar(nBlackColor), 1, 8);
- }
- cv::imshow("chart", cvImg);
- cv::waitKey();
- }
-
- BOOL COTSImageProcess::MergeBigBoundaryParticles(COTSFieldDataList allFields,double pixelSize,int scanFieldSize, CSize ResolutionSize, COTSParticleList& mergedParts)
- {
- class BorderPart
- {
- typedef std::shared_ptr<BorderPart> CBorderPartPtr;
- BorderPart(COTSParticlePtr p)
- {
- myPart = p;
- headerParticle = NULL;
- }
- public:
- COTSParticlePtr myPart;
- COTSParticle* headerParticle;//used to merge particles ,if this particle has been merged then this pointer will point to the first particle of these merged particles or else it's NULL.
-
-
- static std::vector<CBorderPartPtr> ConvertPartToBorderPart(COTSParticleList parts)
- {
- static std::map<COTSParticle*, CBorderPartPtr> allborderPart;
- std::vector<CBorderPartPtr> borderParts;
- for (auto p : parts)
- {
- if (allborderPart.find(p.get()) == allborderPart.end())
- {
- auto borderp = CBorderPartPtr(new BorderPart(p));
- borderParts.push_back(borderp);
- allborderPart[p.get()] = borderp;
- }
- else
- {
- borderParts.push_back(allborderPart[p.get()]);
- }
-
- }
- return borderParts;
-
- }
- };
- auto FldMgr = new CFieldMgr(scanFieldSize, ResolutionSize);
-
- std::map<COTSParticle*, COTSParticleList> mapMergeParticles;//hold up all the boundary connected particles. the pair's first is also the member of these particles.
- std::map<COTSParticle*, COTSSegmentsList> mapMergedSegments;//hold up all the segment's corresponding clone in the connected particles.
- for (auto centerfld : allFields)
- {
- // find neighbor field on the left.
- auto leftFld = FldMgr->FindNeighborField(allFields, centerfld, SORTING_DIRECTION::LEFT);
- if (leftFld != nullptr)
- {
- auto lParts = centerfld->GetLeftBorderedBigParticles();
- auto rParts = leftFld->GetRightBorderedBigParticles();
- auto leftParts = BorderPart::ConvertPartToBorderPart(lParts);
- auto rightParts = BorderPart::ConvertPartToBorderPart(rParts);
- for (auto leftp : leftParts)
- {
- for (auto rightp : rightParts)
- {
- if (leftp->myPart->IsConnected(rightp->myPart.get(), centerfld->Width, centerfld->Height, (int)SORTING_DIRECTION::LEFT))
- {
- if (leftp->headerParticle != NULL)
- {
- if (rightp->headerParticle == NULL)
- {
- rightp->headerParticle = leftp->headerParticle;
- mapMergeParticles[leftp->headerParticle].push_back(rightp->myPart);
- }
- }
- else
- {
- if (rightp->headerParticle != NULL)
- {
- leftp->headerParticle = rightp->myPart.get();
- mapMergeParticles[rightp->myPart.get()].push_back(leftp->myPart);
- }
- else
- {
- leftp->headerParticle = leftp->myPart.get();
- rightp->headerParticle = leftp->myPart.get();
- mapMergeParticles[leftp->myPart.get()].push_back(rightp->myPart);
- }
- }
- }
- }
- }
- }
- //find neighbor field on the upward
- auto upFld = FldMgr->FindNeighborField(allFields, centerfld, SORTING_DIRECTION::UP);
- if (upFld != nullptr)
- {
- auto topBorderParts = centerfld->GetTopBorderedBigParticles();
- auto bottomBorderParts = upFld->GetBottomBorderedBigParticles();
- auto upParts = BorderPart::ConvertPartToBorderPart(topBorderParts);
- auto downParts = BorderPart::ConvertPartToBorderPart(bottomBorderParts);
- for (auto upprt : upParts)
- {
- for (auto downprt : downParts)
- {
- if (upprt->myPart->IsConnected(downprt->myPart.get(), centerfld->Width, centerfld->Height, (int)SORTING_DIRECTION::UP))
- {
- if (upprt->headerParticle != NULL)
- {
- if (downprt->headerParticle == NULL)
- {
- downprt->headerParticle = upprt->headerParticle;
- mapMergeParticles[upprt->headerParticle].push_back(downprt->myPart);
- }
- }
- else
- {
- if (downprt->headerParticle != NULL)
- {
- upprt->headerParticle = downprt->headerParticle;
- mapMergeParticles[downprt->myPart.get()].push_back(upprt->myPart);
- }
- else
- {
- upprt->headerParticle = upprt->myPart.get();
- downprt->headerParticle = upprt->myPart.get();
- mapMergeParticles[upprt->myPart.get()].push_back(downprt->myPart);
- }
- }
- }
- }
- }
- }
- //find neighbor field on the downward.
- auto downFld = FldMgr->FindNeighborField(allFields, centerfld,SORTING_DIRECTION::DOWN);
- if (downFld != nullptr)
- {
- auto bottomParts = centerfld->GetBottomBorderedBigParticles();
- auto topParts = downFld->GetTopBorderedBigParticles();
- auto downParts = BorderPart::ConvertPartToBorderPart(bottomParts);
- auto upParts= BorderPart::ConvertPartToBorderPart(topParts);
- for (auto downprt : downParts)
- {
- for (auto upprt : upParts)
- {
- if (downprt->myPart->IsConnected(upprt->myPart.get(), centerfld->Width, centerfld->Height, (int)SORTING_DIRECTION::DOWN))
- {
- if (downprt->headerParticle != NULL)
- {
- if (upprt->headerParticle == NULL)
- {
- upprt->headerParticle = downprt->headerParticle;
- mapMergeParticles[downprt->headerParticle].push_back(upprt->myPart);
- }
- }
- else
- {
- if (upprt->headerParticle != NULL)
- {
- downprt->headerParticle = upprt->headerParticle;
- mapMergeParticles[upprt->headerParticle].push_back(downprt->myPart);
- }
- else
- {
- downprt->headerParticle = downprt->myPart.get();
- upprt->headerParticle = downprt->myPart.get();
- mapMergeParticles[downprt->myPart.get()].push_back(upprt->myPart);
- }
- }
- }
- }
- }
- }
- //find neighbor field on the right.
- auto rightFld = FldMgr->FindNeighborField(allFields, centerfld, SORTING_DIRECTION::RIGHT);
- if (rightFld != nullptr)
- {
- auto rParts = centerfld->GetRightBorderedBigParticles();
- auto lParts = rightFld->GetLeftBorderedBigParticles();
- auto rightParts = BorderPart::ConvertPartToBorderPart(rParts);
- auto leftParts = BorderPart::ConvertPartToBorderPart(lParts);
- for (auto rightprt : rightParts)
- {
- for (auto leftprt : leftParts)
- {
- if (rightprt->myPart->IsConnected(leftprt->myPart.get(), centerfld->Width, centerfld->Height, (int)SORTING_DIRECTION::RIGHT))
- {
- if (rightprt->headerParticle != NULL)
- {
- if (leftprt->headerParticle == NULL)
- {
- leftprt->headerParticle = rightprt->headerParticle;
- mapMergeParticles[rightprt->headerParticle].push_back(leftprt->myPart);
- }
- }
- else
- {
- if (leftprt->headerParticle != NULL)
- {
- rightprt->headerParticle = leftprt->headerParticle;
- mapMergeParticles[leftprt->headerParticle].push_back(rightprt->myPart);
- }
- else
- {
- rightprt->headerParticle = rightprt->myPart.get();
- leftprt->headerParticle = rightprt->myPart.get();
- mapMergeParticles[rightprt->myPart.get()].push_back(leftprt->myPart);
- }
- }
- }
- }
- }
- }
- }
- /*for (auto particle : mapMergeParticles)
- {
-
- }*/
- static int partTagId;
- for (auto pair : mapMergeParticles)
- {
- struct EleAreaPercentage
- {
- EleAreaPercentage(double p, CElementChemistryPtr e)
- {
- areaPercentage = p;
- eleData = e;
- }
- double areaPercentage;
- CElementChemistryPtr eleData;
- };
- auto newPart = COTSParticlePtr(new COTSParticle());
- COTSSegmentsList newSegs;
- auto p = pair.first;
- newPart->SetSEMPos(p->GetSEMPos());
-
- //firstly,we sum up all the merged particles's area and get the represent string.
- std::string partsStr = std::to_string(p->GetFieldId()) + ":" + std::to_string(p->GetAnalysisId());
- double allPartArea = p->GetActualArea();//Get the first particle's area.
- for (auto other : pair.second)// Get the total area of all these particles for the use of ele calcu.
- {
- partsStr += "," + std::to_string(other->GetFieldId()) + ":" + std::to_string(other->GetAnalysisId());//Get the subparticles string such as "1:1,2:1" etc.
- allPartArea += other->GetActualArea();//Get other particle's area
- }
- // calculate all the new segment's position.
- std::vector <COTSParticle*> allSubParts;
- allSubParts.push_back(p);
- for (auto other : pair.second)// Get the total area of all these particles for the use of ele calcu.
- {
- allSubParts.push_back(other.get());
- }
- for (auto subp : allSubParts)
- {
- int fid = subp->GetFieldId();
- CPoint myFldPos;
- for (auto f : allFields)//find this particle's filed.
- {
- if (f->GetId() == fid)
- {
- myFldPos = f->GetPosition();
- }
- }
- int fldWidth = allFields[0]->Width;
- int fldHeight = allFields[0]->Height;
- CPoint fldLeftUpPos = CPoint(myFldPos.x + fldWidth / 2 , myFldPos.y + fldHeight / 2 );
- for (auto s : subp->GetFeature()->GetSegmentsList())
- {
- COTSSegmentPtr newseg = COTSSegmentPtr(new COTSSegment());
- newseg->SetStart(s->GetStart() + fldLeftUpPos.x);
- newseg->SetHeight((0 - s->GetHeight()) + fldLeftUpPos.y);//the coordinate system of segment in a field is different with the OTS coordinate system.OTS system's y axis is upward positive ,yet the field is downward positive.
- newseg->SetLength(s->GetLength());
- newSegs.push_back(newseg);
- }
- }
- COTSFeaturePtr newFeature = COTSFeaturePtr(new COTSFeature());
- newFeature->SetSegmentsList(newSegs);
- newPart->SetFeature(newFeature);
- newPart->CalCoverRectFromSegment();
- //second, we get all the element data and their area percentage .
- std::map<std::string, std::vector<EleAreaPercentage>> mapEleData;
- CPosXrayPtr pXray1 = p->GetXrayInfo();
- if (pXray1 != nullptr)
- {
- for (auto ele : pXray1->GetElementQuantifyData())
- {
- mapEleData[ele->GetName().GetBuffer()].push_back(EleAreaPercentage(p->GetActualArea() / allPartArea, ele));
- }
- }
-
- for (auto other : pair.second)
- {
- auto otherXray = other->GetXrayInfo();
- if (otherXray != nullptr)
- {
- for (auto eledata : otherXray->GetElementQuantifyData())
- {
- mapEleData[eledata->GetName().GetBuffer()].push_back(EleAreaPercentage(other->GetActualArea() / allPartArea, eledata));
- }
- }
-
- }
- // third,we calculate all the element's new percentage data and get a new element chemistry list.
- CElementChemistriesList newCheList;
- for (auto eledata : mapEleData)
- {
- CElementChemistryPtr newEleche = CElementChemistryPtr(new CElementChemistry());
- newEleche->SetName(CString(eledata.first.c_str()));
- double newPercentage = 0;
- for (auto d : eledata.second)
- {
- newPercentage += d.areaPercentage * d.eleData->GetPercentage();
- }
- newEleche->SetPercentage(newPercentage);
- newCheList.push_back(newEleche);
- }
- CPosXrayPtr xray(new CPosXray());
- xray->SetElementQuantifyData(newCheList);
- newPart->SetXrayInfo(xray);
- newPart->SetConnectedParticlesSequentialString(partsStr);
- newPart->SetActualArea(allPartArea);
- partTagId++;
- newPart->SetParticleId(partTagId);
- newPart->SetAnalysisId(partTagId);
- std::string name = p->GetClassifyName();
- newPart->SetClassifyName(name);
- newPart->SetColor(p->GetColor());
- mergedParts.push_back(newPart);
- }
- return true;
- }
-
-
-
- }
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