// // Created by �׽�� on 22/10/2017. // #ifndef SWIFTPR_PIPLINE_H #define SWIFTPR_PIPLINE_H #include "PlateDetection.h" #include "PlateSegmentation.h" #include "CNNRecognizer.h" #include "PlateInfo.h" #include "FastDeskew.h" #include "FineMapping.h" #include "Recognizer.h" namespace pr{ class PipelinePR{ public: GeneralRecognizer *generalRecognizer; PlateDetection *plateDetection; PlateSegmentation *plateSegmentation; FineMapping *fineMapping; PipelinePR(std::string detector_filename, std::string finemapping_prototxt, std::string finemapping_caffemodel, std::string segmentation_prototxt, std::string segmentation_caffemodel, std::string charRecognization_proto, std::string charRecognization_caffemodel ) { plateDetection = new PlateDetection(detector_filename); fineMapping = new FineMapping(finemapping_prototxt, finemapping_caffemodel); plateSegmentation = new PlateSegmentation(segmentation_prototxt, segmentation_caffemodel); generalRecognizer = new CNNRecognizer(charRecognization_proto, charRecognization_caffemodel); } ~PipelinePR() { delete plateDetection; delete fineMapping; delete plateSegmentation; delete generalRecognizer; } std::vector chars_code{ "京","沪","津","渝","冀","晋","蒙","辽","吉","黑","苏","浙","皖","闽","赣","鲁","豫","鄂","湘","粤","桂","琼","川","贵","云","藏","陕","甘","青","宁","新","0","1","2","3","4","5","6","7","8","9","A","B","C","D","E","F","G","H","J","K","L","M","N","P","Q","R","S","T","U","V","W","X","Y","Z" }; std::vector plateRes; std::vector RunPiplineAsImage(cv::Mat plateImage) { std::vector results; std::vector plates; plateDetection->plateDetectionRough(plateImage, plates); for (pr::PlateInfo plateinfo : plates) { cv::Mat image_finemapping = plateinfo.getPlateImage(); image_finemapping = fineMapping->FineMappingVertical(image_finemapping); image_finemapping = pr::fastdeskew(image_finemapping, 5); image_finemapping = fineMapping->FineMappingHorizon(image_finemapping, 2, 5); cv::resize(image_finemapping, image_finemapping, cv::Size(136, 36)); plateinfo.setPlateImage(image_finemapping); std::vector rects; plateSegmentation->segmentPlatePipline(plateinfo, 1, rects); plateSegmentation->ExtractRegions(plateinfo, rects); cv::copyMakeBorder(image_finemapping, image_finemapping, 0, 0, 0, 20, cv::BORDER_REPLICATE); plateinfo.setPlateImage(image_finemapping); generalRecognizer->SegmentBasedSequenceRecognition(plateinfo); plateinfo.decodePlateNormal(chars_code); results.push_back(plateinfo); std::cout << plateinfo.getPlateName() << std::endl; } // for (auto str:results) { // std::cout << str << std::endl; // } return results; } }; } #endif //SWIFTPR_PIPLINE_H