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https://github.com/kerberos-io/openalpr-base.git
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This should reduce the noise a bit and get rid of spurious edges detected in the middle of the plate
179 lines
5.6 KiB
C++
179 lines
5.6 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 "licenseplatecandidate.h"
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LicensePlateCandidate::LicensePlateCandidate(Mat frame, Rect regionOfInterest, Config* config)
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{
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this->config = config;
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this->frame = frame;
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this->plateRegion = regionOfInterest;
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}
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LicensePlateCandidate::~LicensePlateCandidate()
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{
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delete charSegmenter;
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}
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// Must delete this pointer in parent class
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void LicensePlateCandidate::recognize()
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{
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charSegmenter = NULL;
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this->confidence = 0;
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int expandX = round(this->plateRegion.width * 0.15);
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int expandY = round(this->plateRegion.height * 0.10);
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// expand box by 15% in all directions
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Rect expandedRegion = expandRect( this->plateRegion, expandX, expandY, frame.cols, frame.rows) ;
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Mat plate_bgr = Mat(frame, expandedRegion);
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resize(plate_bgr, plate_bgr, Size(config->templateWidthPx, config->templateHeightPx));
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Mat plate_bgr_cleaned = Mat(plate_bgr.size(), plate_bgr.type());
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this->cleanupColors(plate_bgr, plate_bgr_cleaned);
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CharacterRegion charRegion(plate_bgr, config);
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if (charRegion.confidence > 10)
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{
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PlateLines plateLines(config);
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//Mat boogedy = charRegion.getPlateMask();
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plateLines.processImage(charRegion.getPlateMask(), &charRegion, 1.10);
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plateLines.processImage(plate_bgr_cleaned, &charRegion, 0.9);
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PlateCorners cornerFinder(plate_bgr, &plateLines, &charRegion, config);
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vector<Point> smallPlateCorners = cornerFinder.findPlateCorners();
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if (cornerFinder.confidence > 0)
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{
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this->plateCorners = transformPointsToOriginalImage(frame, plate_bgr, expandedRegion, smallPlateCorners);
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this->deskewed = deSkewPlate(frame, this->plateCorners);
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charSegmenter = new CharacterSegmenter(deskewed, charRegion.thresholdsInverted(), config);
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//this->recognizedText = ocr->recognizedText;
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//strcpy(this->recognizedText, ocr.recognizedText);
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this->confidence = 100;
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}
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charRegion.confidence = 0;
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}
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}
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// Re-maps the coordinates from the smallImage to the coordinate space of the bigImage.
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vector<Point2f> LicensePlateCandidate::transformPointsToOriginalImage(Mat bigImage, Mat smallImage, Rect region, vector<Point> corners)
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{
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vector<Point2f> cornerPoints;
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for (int i = 0; i < corners.size(); i++)
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{
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float bigX = (corners[i].x * ((float) region.width / smallImage.cols));
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float bigY = (corners[i].y * ((float) region.height / smallImage.rows));
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bigX = bigX + region.x;
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bigY = bigY + region.y;
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cornerPoints.push_back(Point2f(bigX, bigY));
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}
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return cornerPoints;
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}
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Mat LicensePlateCandidate::deSkewPlate(Mat inputImage, vector<Point2f> corners)
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{
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// Figure out the appoximate width/height of the license plate region, so we can maintain the aspect ratio.
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LineSegment leftEdge(round(corners[3].x), round(corners[3].y), round(corners[0].x), round(corners[0].y));
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LineSegment rightEdge(round(corners[2].x), round(corners[2].y), round(corners[1].x), round(corners[1].y));
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LineSegment topEdge(round(corners[0].x), round(corners[0].y), round(corners[1].x), round(corners[1].y));
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LineSegment bottomEdge(round(corners[3].x), round(corners[3].y), round(corners[2].x), round(corners[2].y));
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float w = distanceBetweenPoints(leftEdge.midpoint(), rightEdge.midpoint());
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float h = distanceBetweenPoints(bottomEdge.midpoint(), topEdge.midpoint());
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float aspect = w/h;
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int width = config->ocrImageWidthPx;
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int height = round(((float) width) / aspect);
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if (height > config->ocrImageHeightPx)
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{
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height = config->ocrImageHeightPx;
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width = round(((float) height) * aspect);
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}
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Mat deskewed(height, width, frame.type());
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// Corners of the destination image
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vector<Point2f> quad_pts;
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quad_pts.push_back(Point2f(0, 0));
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quad_pts.push_back(Point2f(deskewed.cols, 0));
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quad_pts.push_back(Point2f(deskewed.cols, deskewed.rows));
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quad_pts.push_back(Point2f(0, deskewed.rows));
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// Get transformation matrix
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Mat transmtx = getPerspectiveTransform(corners, quad_pts);
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// Apply perspective transformation
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warpPerspective(inputImage, deskewed, transmtx, deskewed.size());
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if (this->config->debugGeneral)
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displayImage(config, "quadrilateral", deskewed);
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return deskewed;
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}
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void LicensePlateCandidate::cleanupColors(Mat inputImage, Mat outputImage)
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{
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if (this->config->debugGeneral)
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cout << "LicensePlate::cleanupColors" << endl;
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//Mat normalized(inputImage.size(), inputImage.type());
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Mat intermediate(inputImage.size(), inputImage.type());
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normalize(inputImage, intermediate, 0, 255, CV_MINMAX );
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// Equalize intensity:
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if(intermediate.channels() >= 3)
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{
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Mat ycrcb;
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cvtColor(intermediate,ycrcb,CV_BGR2YCrCb);
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vector<Mat> channels;
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split(ycrcb,channels);
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equalizeHist(channels[0], channels[0]);
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merge(channels,ycrcb);
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cvtColor(ycrcb,intermediate,CV_YCrCb2BGR);
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//ycrcb.release();
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}
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bilateralFilter(intermediate, outputImage, 3, 25, 35);
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if (this->config->debugGeneral)
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{
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displayImage(config, "After cleanup", outputImage);
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}
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}
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