// // Created by 庾金科 on 23/10/2017. // #include "Pipeline.h" namespace pr { const int HorizontalPadding = 4; PipelinePR::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, std::string segmentationfree_proto,std::string segmentationfree_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); segmentationFreeRecognizer = new SegmentationFreeRecognizer(segmentationfree_proto,segmentationfree_caffemodel); } PipelinePR::~PipelinePR() { delete plateDetection; delete fineMapping; delete plateSegmentation; delete generalRecognizer; delete segmentationFreeRecognizer; } std::vector PipelinePR:: RunPiplineAsImage(cv::Mat plateImage,int method) { std::vector results; std::vector plates; plateDetection->plateDetectionRough(plateImage,plates,36,700); for (pr::PlateInfo plateinfo:plates) { cv::Mat image_finemapping = plateinfo.getPlateImage(); image_finemapping = fineMapping->FineMappingVertical(image_finemapping); image_finemapping = pr::fastdeskew(image_finemapping, 5); //Segmentation-based if(method==SEGMENTATION_BASED_METHOD) { image_finemapping = fineMapping->FineMappingHorizon(image_finemapping, 2, HorizontalPadding); cv::resize(image_finemapping, image_finemapping, cv::Size(136+HorizontalPadding, 36)); // cv::imshow("image_finemapping",image_finemapping); // cv::waitKey(0); 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(pr::CH_PLATE_CODE); } //Segmentation-free else if(method==SEGMENTATION_FREE_METHOD) { image_finemapping = fineMapping->FineMappingHorizon(image_finemapping, 4, HorizontalPadding+3); cv::resize(image_finemapping, image_finemapping, cv::Size(136+HorizontalPadding, 36)); // cv::imwrite("./test.png",image_finemapping); // cv::imshow("image_finemapping",image_finemapping); // cv::waitKey(0); plateinfo.setPlateImage(image_finemapping); // std::vector rects; std::pair res = segmentationFreeRecognizer->SegmentationFreeForSinglePlate(plateinfo.getPlateImage(),pr::CH_PLATE_CODE); plateinfo.confidence = res.second; plateinfo.setPlateName(res.first); } results.push_back(plateinfo); } // for (auto str:results) { // std::cout << str << std::endl; // } return results; }//namespace pr }