mirror of
https://github.com/kerberos-io/openalpr-base.git
synced 2025-10-06 11:56:52 +08:00
343 lines
9.6 KiB
C++
343 lines
9.6 KiB
C++
/*
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* Copyright (c) 2013 New Designs Unlimited, LLC
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* Opensource Automated License Plate Recognition [http://www.openalpr.com]
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*
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* This file is part of OpenAlpr.
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*
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* OpenAlpr is free software: you can redistribute it and/or modify
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* it under the terms of the GNU Affero General Public License
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* version 3 as published by the Free Software Foundation
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU Affero General Public License for more details.
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*
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* You should have received a copy of the GNU Affero General Public License
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* along with this program. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include "alpr_impl.h"
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void plateAnalysisThread(void* arg);
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AlprImpl::AlprImpl(const std::string country, const std::string runtimeDir)
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{
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config = new Config(country, runtimeDir);
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plateDetector = new RegionDetector(config);
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stateIdentifier = new StateIdentifier(config);
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ocr = new OCR(config);
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setNumThreads(0);
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this->detectRegion = DEFAULT_DETECT_REGION;
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this->topN = DEFAULT_TOPN;
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this->defaultRegion = "";
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if (config->opencl_enabled)
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{
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cv::ocl::PlatformsInfo platinfo;
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cv::ocl::getOpenCLPlatforms(platinfo);
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for (int i = 0; i < platinfo.size(); i++)
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{
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std::cout << platinfo[i]->platformName << std::endl;
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}
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cv::ocl::DevicesInfo devices;
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cv::ocl::getOpenCLDevices(devices, cv::ocl::CVCL_DEVICE_TYPE_CPU);
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for (int i = 0; i < devices.size(); i++)
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std:: cout << devices[i]->deviceName << std::endl;
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if (devices.size() > 0)
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{
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cv::ocl::setDevice(devices[0]);
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cout << "Using OpenCL Device: " << devices[0]->deviceName << endl;
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}
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else
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{
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cout << "OpenCL initialization failed. Runtime drivers may not be installed." << endl;
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}
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}
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}
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AlprImpl::~AlprImpl()
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{
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delete config;
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delete plateDetector;
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delete stateIdentifier;
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delete ocr;
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}
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std::vector<AlprResult> AlprImpl::recognize(cv::Mat img)
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{
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timespec startTime;
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getTime(&startTime);
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// Find all the candidate regions
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vector<PlateRegion> plateRegions = plateDetector->detect(img);
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// Get the number of threads specified and make sure the value is sane (cannot be greater than CPU cores or less than 1)
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int numThreads = config->multithreading_cores;
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if (numThreads > tthread::thread::hardware_concurrency())
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numThreads = tthread::thread::hardware_concurrency();
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if (numThreads <= 0)
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numThreads = 1;
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PlateDispatcher dispatcher(plateRegions, &img,
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config, stateIdentifier, ocr,
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topN, detectRegion, defaultRegion);
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// Spawn n threads to process all of the candidate regions and recognize
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list<tthread::thread*> threads;
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for (int i = 0; i < numThreads; i++)
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{
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tthread::thread * t = new tthread::thread(plateAnalysisThread, (void *) &dispatcher);
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threads.push_back(t);
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}
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// Wait for all threads to finish
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for(list<tthread::thread *>::iterator i = threads.begin(); i != threads.end(); ++ i)
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{
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tthread::thread* t = *i;
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t->join();
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delete t;
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}
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if (config->debugTiming)
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{
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timespec endTime;
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getTime(&endTime);
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cout << "Total Time to process image: " << diffclock(startTime, endTime) << "ms." << endl;
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}
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if (config->debugGeneral && config->debugShowImages)
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{
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for (int i = 0; i < plateRegions.size(); i++)
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{
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rectangle(img, plateRegions[i].rect, Scalar(0, 0, 255), 2);
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}
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for (int i = 0; i < dispatcher.getRecognitionResults().size(); i++)
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{
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for (int z = 0; z < 4; z++)
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{
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AlprCoordinate* coords = dispatcher.getRecognitionResults()[i].plate_points;
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Point p1(coords[z].x, coords[z].y);
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Point p2(coords[(z + 1) % 4].x, coords[(z + 1) % 4].y);
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line(img, p1, p2, Scalar(255,0,255), 2);
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}
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}
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displayImage(config, "Main Image", img);
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// Pause indefinitely until they press a key
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cv::waitKey(1);
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//while ((char) cv::waitKey(50) == -1)
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// {}
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}
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return dispatcher.getRecognitionResults();
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}
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void plateAnalysisThread(void* arg)
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{
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PlateDispatcher* dispatcher = (PlateDispatcher*) arg;
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if (dispatcher->config->debugGeneral)
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cout << "Thread: " << tthread::this_thread::get_id() << " Initialized" << endl;
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int loop_count = 0;
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while (true)
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{
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if (dispatcher->hasPlate() == false)
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break;
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// Synchronized section
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if (dispatcher->config->debugGeneral)
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cout << "Thread: " << tthread::this_thread::get_id() << " loop " << ++loop_count << endl;
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// Get a single plate region from the queue
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PlateRegion plateRegion = dispatcher->nextPlate();
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Mat img = dispatcher->getImageCopy();
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// Parallel section
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timespec platestarttime;
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getTime(&platestarttime);
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LicensePlateCandidate lp(img, plateRegion.rect, dispatcher->config);
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lp.recognize();
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if (lp.confidence > 10)
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{
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AlprResult plateResult;
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plateResult.region = dispatcher->defaultRegion;
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plateResult.regionConfidence = 0;
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for (int pointidx = 0; pointidx < 4; pointidx++)
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{
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plateResult.plate_points[pointidx].x = (int) lp.plateCorners[pointidx].x;
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plateResult.plate_points[pointidx].y = (int) lp.plateCorners[pointidx].y;
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}
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if (dispatcher->detectRegion)
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{
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char statecode[4];
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plateResult.regionConfidence = dispatcher->stateIdentifier->recognize(img, plateRegion.rect, statecode);
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if (plateResult.regionConfidence > 0)
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{
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plateResult.region = statecode;
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}
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}
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dispatcher->ocr->performOCR(lp.charSegmenter->getThresholds(), lp.charSegmenter->characters);
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dispatcher->ocr->postProcessor->analyze(plateResult.region, dispatcher->topN);
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//plateResult.characters = ocr->postProcessor->bestChars;
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const vector<PPResult> ppResults = dispatcher->ocr->postProcessor->getResults();
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int bestPlateIndex = 0;
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for (int pp = 0; pp < ppResults.size(); pp++)
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{
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if (pp >= dispatcher->topN)
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break;
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// Set our "best plate" match to either the first entry, or the first entry with a postprocessor template match
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if (bestPlateIndex == 0 && ppResults[pp].matchesTemplate)
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bestPlateIndex = pp;
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if (ppResults[pp].letters.size() >= dispatcher->config->postProcessMinCharacters &&
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ppResults[pp].letters.size() <= dispatcher->config->postProcessMaxCharacters)
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{
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AlprPlate aplate;
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aplate.characters = ppResults[pp].letters;
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aplate.overall_confidence = ppResults[pp].totalscore;
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aplate.matches_template = ppResults[pp].matchesTemplate;
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plateResult.topNPlates.push_back(aplate);
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}
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}
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plateResult.result_count = plateResult.topNPlates.size();
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if (plateResult.topNPlates.size() > 0)
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plateResult.bestPlate = plateResult.topNPlates[bestPlateIndex];
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timespec plateEndTime;
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getTime(&plateEndTime);
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plateResult.processing_time_ms = diffclock(platestarttime, plateEndTime);
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if (plateResult.result_count > 0)
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{
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// Synchronized section
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dispatcher->addResult(plateResult);
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}
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}
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if (dispatcher->config->debugTiming)
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{
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timespec plateEndTime;
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getTime(&plateEndTime);
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cout << "Thread: " << tthread::this_thread::get_id() << " Finished loop " << loop_count << " in " << diffclock(platestarttime, plateEndTime) << "ms." << endl;
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}
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}
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if (dispatcher->config->debugGeneral)
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cout << "Thread: " << tthread::this_thread::get_id() << " Complete" << endl;
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}
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string AlprImpl::toJson(const vector< AlprResult > results)
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{
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cJSON *root = cJSON_CreateArray();
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for (int i = 0; i < results.size(); i++)
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{
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cJSON *resultObj = createJsonObj( &results[i] );
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cJSON_AddItemToArray(root, resultObj);
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}
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// Print the JSON object to a string and return
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char *out;
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out=cJSON_PrintUnformatted(root);
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cJSON_Delete(root);
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string response(out);
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free(out);
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return response;
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}
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cJSON* AlprImpl::createJsonObj(const AlprResult* result)
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{
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cJSON *root, *coords, *candidates;
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root=cJSON_CreateObject();
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cJSON_AddStringToObject(root,"plate", result->bestPlate.characters.c_str());
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cJSON_AddNumberToObject(root,"confidence", result->bestPlate.overall_confidence);
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cJSON_AddNumberToObject(root,"matches_template", result->bestPlate.matches_template);
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cJSON_AddStringToObject(root,"region", result->region.c_str());
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cJSON_AddNumberToObject(root,"region_confidence", result->regionConfidence);
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cJSON_AddNumberToObject(root,"processing_time_ms", result->processing_time_ms);
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cJSON_AddItemToObject(root, "coordinates", coords=cJSON_CreateArray());
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for (int i=0;i<4;i++)
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{
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cJSON *coords_object;
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coords_object = cJSON_CreateObject();
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cJSON_AddNumberToObject(coords_object, "x", result->plate_points[i].x);
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cJSON_AddNumberToObject(coords_object, "y", result->plate_points[i].y);
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cJSON_AddItemToArray(coords, coords_object);
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}
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cJSON_AddItemToObject(root, "candidates", candidates=cJSON_CreateArray());
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for (int i = 0; i < result->topNPlates.size(); i++)
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{
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cJSON *candidate_object;
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candidate_object = cJSON_CreateObject();
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cJSON_AddStringToObject(candidate_object, "plate", result->topNPlates[i].characters.c_str());
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cJSON_AddNumberToObject(candidate_object, "confidence", result->topNPlates[i].overall_confidence);
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cJSON_AddNumberToObject(candidate_object, "matches_template", result->topNPlates[i].matches_template);
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cJSON_AddItemToArray(candidates, candidate_object);
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}
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return root;
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}
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void AlprImpl::setDetectRegion(bool detectRegion)
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{
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this->detectRegion = detectRegion;
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}
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void AlprImpl::setTopN(int topn)
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{
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this->topN = topn;
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}
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void AlprImpl::setDefaultRegion(string region)
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{
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this->defaultRegion = region;
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}
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