#pragma execution_character_set("utf-8") #include "CategoryMatcher.h" CategoryMatcher::CategoryMatcher(QObject *parent) : QObject(parent) { m_ilmatchPtr = ILMatchPtr(__uuidof(LMatch)); initILMatchParam(QCoreApplication::applicationDirPath() + MATCHER_CONFIG); setILMatch(m_matchParam); qDebug() << "init CategoryMatcher successed"; } CategoryMatcher::~CategoryMatcher() { } void CategoryMatcher::initILMatchParam(const QString& path) { QString fileMyself = path; QFile file(fileMyself); if (!file.open(QIODevice::ReadOnly | QIODevice::Text)) { qWarning() << "打开文件失败!"; return; } QByteArray arr = file.readAll(); file.close(); if (arr.isEmpty()) { qWarning() << "内容为空"; return; } QJsonParseError err; QJsonDocument doc = QJsonDocument::fromJson(arr, &err); if (doc.isEmpty()) { qWarning() << err.errorString(); //打印失败信息 return; } QJsonObject jsMyself = doc.object(); QJsonObject MatchParamObj = jsMyself.value("MatchParam").toObject(); if (!MatchParamObj.isEmpty()) { m_matchParam.MaxCount = MatchParamObj.value("MaxCount").toInt(); m_matchParam.ScaleTolerance = MatchParamObj.value("ScaleTolerance").toInt(); m_matchParam.AngleTolerance = MatchParamObj.value("AngleTolerance").toInt(); m_matchParam.AcceptScore = MatchParamObj.value("ScoreThresh").toInt(); m_matchParam.GrayValueWeight = MatchParamObj.value("GrayValueWeight").toInt(); m_matchParam.StrictScore = MatchParamObj.value("StrictScore").toBool(); m_bUseTotalThresh = MatchParamObj.value("UseTotalThresh").toBool(); } } void CategoryMatcher::setILMatch(const MatchParam& matchParam) { m_ilmatchPtr->MaxCount = m_matchParam.MaxCount; m_ilmatchPtr->ScaleTolerance = m_matchParam.ScaleTolerance; m_ilmatchPtr->AngleTolerance = m_matchParam.AngleTolerance; m_ilmatchPtr->GrayValueWeight = m_matchParam.GrayValueWeight; m_ilmatchPtr->StrictScore = m_matchParam.StrictScore; if (m_bUseTotalThresh) { m_ilmatchPtr->AcceptScore = m_matchParam.AcceptScore; } } bool CategoryMatcher::smokeMatch(const QString& typeNo, const cv::Mat& inputMat, cv::Mat& rltMat) { ILImagePtr ilImgGray(__uuidof(LImage)); cv::Mat imgMatGray; ensureGrayImg(inputMat, imgMatGray); ilImgGray->SetImageData(imgMatGray.cols, imgMatGray.rows, (void*)imgMatGray.data, imgMatGray.step, 0); std::pair> templateLevelAndvecMatchRltPtr; bool bRlt = smokeMatch(typeNo, ilImgGray, templateLevelAndvecMatchRltPtr); drawImage(imgMatGray, rltMat, templateLevelAndvecMatchRltPtr); return bRlt; } bool CategoryMatcher::smokeMatch(const QString& typeNo, const ILImagePtr ilImgPtr, std::pair>& templateLevelAndvecMatchRltPtr) { QVector vecMatchRltPtrMax; TemplateObject templateObj; QString templateImgFolderPath = TYPE_TEMPLATE_PATH; QString folderPath = QString("%1\\%2").arg(templateImgFolderPath).arg(typeNo); if (getTemplateImgFileInfo(folderPath, templateObj)) { QVector vecMatchSroreMax; ILMatchResultsPtr matchResultsPtr; QList keys = templateObj.uniqueKeys(); int templateLevel = keys.length(); templateLevelAndvecMatchRltPtr.first = templateLevel; for each (int level in keys) { QVector vecMatchSrore; QVector vecMatchRltPtr; QMap strScoreMap = templateObj.value(level); for (QMap::iterator it = strScoreMap.begin(); it != strScoreMap.end(); ++it) { QString templateImgPath = it.key(); int scoreThresh; if (!m_bUseTotalThresh) { scoreThresh = it.value(); m_ilmatchPtr->AcceptScore = scoreThresh; } else { scoreThresh = m_matchParam.AcceptScore; } ILImagePtr ilTemplatePtr(__uuidof(LImage)); ilTemplatePtr->Load(templateImgPath.toStdString().c_str()); if (ilTemplatePtr->Void()) { QString outStr = templateImgPath + " is empty!"; qDebug() << outStr; continue; } m_ilmatchPtr->Learn(ilTemplatePtr, nullptr); LPVErrorCode err = m_ilmatchPtr->Match(ilImgPtr, nullptr, &matchResultsPtr); if (err != LPVErrorCode::LPVNoError) { continue; // match failed } int objCount = matchResultsPtr->Count(); if (objCount > 0) { double maxScore = -1; ILMatchResultPtr matchRltPtr; int indexMaxScore = 0; for (int i = 0; i < objCount; i++) { matchRltPtr = matchResultsPtr->Item(i); double score = matchRltPtr->GetScore(); if (score < scoreThresh) { continue; } if (maxScore < score) { maxScore = score; indexMaxScore = i; } } if (maxScore < 0) continue; vecMatchSrore.push_back(maxScore); vecMatchRltPtr.push_back(matchResultsPtr->Item(indexMaxScore)); } } if (vecMatchSrore.isEmpty()) { break; } else { auto maxMatchScorePos = std::max_element(vecMatchSrore.begin(), vecMatchSrore.end()); auto maxIndex = maxMatchScorePos - vecMatchSrore.begin(); vecMatchSroreMax.push_back(*maxMatchScorePos); vecMatchRltPtrMax.push_back(vecMatchRltPtr.at(maxIndex)); } } if (vecMatchSroreMax.isEmpty() || (vecMatchSroreMax.length() != templateLevel)) { QString outStr = QString("Level: %1 match failed!") .arg(vecMatchSroreMax.length() + 1); qDebug() << outStr; templateLevelAndvecMatchRltPtr.second = vecMatchRltPtrMax; return false; } else { templateLevelAndvecMatchRltPtr.second = vecMatchRltPtrMax; } } else { QString outStr = QString("%1 find templateImage failed!").arg(folderPath); qDebug() << outStr; return false; } return true; } bool CategoryMatcher::getTemplateImgFileInfo(const QString& folderPath, TemplateObject& templateObject) { templateObject.clear(); QDir fileDir(folderPath); if (!fileDir.exists()) { qWarning() << folderPath << " is not exist"; return false; } for each(QFileInfo imgFileInfo in fileDir.entryInfoList(QDir::Filter::Files | QDir::NoDotAndDotDot)) { QString fileName = imgFileInfo.fileName(); if (fileName.endsWith(".png") || fileName.endsWith(".PNG") || fileName.endsWith(".BMP") || fileName.endsWith(".bmp") || fileName.endsWith(".jpeg") || fileName.endsWith(".JPEG") || fileName.endsWith(".jpg") || fileName.endsWith(".JPG")) { QStringList strList = imgFileInfo.baseName().split("_"); if (strList.first() == "template" && strList.length() == 3) { int scoreThresh = strList.last().toInt(); QString templateImgPath = imgFileInfo.filePath(); //相对路径,避免路径存在中文时读取失败 std::pair imgScorePair(templateImgPath, scoreThresh); QString serialNum = strList[1]; if (serialNum.length() == 4) { int level = serialNum.mid(0, 2).toInt(); templateObject[level].insert(templateImgPath, scoreThresh); } } } } if (templateObject.isEmpty()) { return false; } return true; } void CategoryMatcher::drawImage(const cv::Mat& imgMatSrc, cv::Mat& rltCvImg, std::pair> templateLevelAndvecMatchRltPtr) { if (imgMatSrc.empty()) { return; } ensureColorBGRImg(imgMatSrc, rltCvImg); int level = 1; int templateLevel = templateLevelAndvecMatchRltPtr.first; QVector vecMatchRltPtr = templateLevelAndvecMatchRltPtr.second; QString rltStr; cv::Scalar textColor(0, 255, 0); if (!vecMatchRltPtr.isEmpty() && (vecMatchRltPtr.length() == templateLevel)) { rltStr = QString("Match successful! Total level: %1").arg(templateLevel); } else { textColor = cv::Scalar(0, 0, 255); rltStr = QString("Match failed! Total level: %1").arg(templateLevel); } int fontFace = cv::FONT_HERSHEY_DUPLEX; double fontScale = 2.5; int textThickness = 2; int baseLine = 0; int startX = 50; int startY = 100; cv::Size textSize = cv::getTextSize(rltStr.toStdString(), fontFace, fontScale, textThickness, &baseLine); cv::putText(rltCvImg, rltStr.toStdString(), cv::Point(startX, startY), fontFace, fontScale, textColor, textThickness); rltStr.clear(); for each(ILMatchResultPtr matchRltPtr in vecMatchRltPtr) { double score = matchRltPtr->GetScore(); rltStr.append(QString(" Level %1 score: %2").arg(level++).arg(score)); ILRectPtr ilRectPtr = matchRltPtr->GetRect(); ILPointsPtr ilPointsPtr = ilRectPtr->GetPoints(); cv::Point2f vertices[4]; int count = ilPointsPtr->Count(); if (count != 4) { continue; } for (int i = 0; i < count; ++i) { ILPointPtr ilPointPtr = ilPointsPtr->Item(i); vertices[i] = cv::Point2f(ilPointPtr->GetX(), ilPointPtr->GetY()); } for (int i = 0; i < 4; ++i) { cv::line(rltCvImg, vertices[i], vertices[(i + 1) % 4], cv::Scalar(255, 0, 0), 8); } } if (!rltStr.isEmpty()) { cv::putText(rltCvImg, rltStr.toStdString(), cv::Point(startX, startY + textSize.height + 20), fontFace, fontScale, textColor, textThickness); } } bool ensureGrayImg(const cv::Mat& img, cv::Mat& gray) { if (img.channels() == 3) { if (img.depth() == CV_8U) { cv::cvtColor(img, gray, cv::COLOR_BGR2GRAY); } else { cv::Mat channels[3]; split(img, channels); gray = channels[2] * 0.299 + channels[1] * 0.587 + channels[0] * 0.114; } return true; } else if (img.channels() == 4) { if (img.depth() == CV_8U) { cvtColor(img, gray, cv::COLOR_BGRA2GRAY); } else { cv::Mat channels[4]; cv::split(img, channels); gray = channels[2] * 0.299 + channels[1] * 0.587 + channels[0] * 0.114; } return true; } else if (img.channels() == 1) { gray = img; return false; } else { _ASSERTE(false && "unsupported image conversion."); return false; } } bool ensureColorBGRImg(const cv::Mat& img, cv::Mat& color) { if (img.channels() == 3) { color = img; return false; } else if (img.channels() == 4) { if (img.depth() == CV_8U) { cvtColor(img, color, cv::COLOR_BGRA2BGR); } else { static int from4_to3[] = { 0,0,1,1,2,2 }; if (color.cols != img.cols || color.rows != img.rows || color.type() != CV_MAKE_TYPE(img.depth(), 3)) color = cv::Mat(img.rows, img.cols, CV_MAKE_TYPE(img.depth(), 3)); mixChannels(img, color, from4_to3, 3); } return true; } else if (img.channels() == 1) { if (img.depth() == CV_8U) { cvtColor(img, color, cv::COLOR_GRAY2BGR); } else { static int from1_to3[] = { 0,0,0,1,0,2 }; if (color.cols != img.cols || color.rows != img.rows || color.type() != CV_MAKE_TYPE(img.depth(), 3)) color = cv::Mat(img.rows, img.cols, CV_MAKE_TYPE(img.depth(), 3)); mixChannels(img, color, from1_to3, 3); } return true; } else { _ASSERTE(false && "unsupported image conversion."); return false; } }