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https://github.com/kerberos-io/openalpr-base.git
synced 2025-10-08 19:30:08 +08:00
Moved image transformation (deskew) functions to its own class
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@@ -20,6 +20,8 @@
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#include <opencv2/core/core.hpp>
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#include "licenseplatecandidate.h"
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#include "edges/edgefinder.h"
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#include "transformation.h"
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using namespace std;
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using namespace cv;
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@@ -65,6 +67,8 @@ void LicensePlateCandidate::recognize()
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PlateCorners cornerFinder(pipeline_data->crop_gray, &plateLines, pipeline_data);
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vector<Point> smallPlateCorners = cornerFinder.findPlateCorners();
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EdgeFinder edgeFinder(pipeline_data);
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if (cornerFinder.confidence > 0)
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{
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@@ -74,11 +78,16 @@ void LicensePlateCandidate::recognize()
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Mat originalCrop = pipeline_data->crop_gray;
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pipeline_data->plate_corners = transformPointsToOriginalImage(this->pipeline_data->grayImg, pipeline_data->crop_gray, expandedRegion, smallPlateCorners);
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Transformation imgTransform(this->pipeline_data->grayImg, pipeline_data->crop_gray, expandedRegion);
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pipeline_data->plate_corners = imgTransform.transformSmallPointsToBigImage(smallPlateCorners);
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Size cropSize = getCropSize(pipeline_data->plate_corners);
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Mat transmtx = imgTransform.getTransformationMatrix(pipeline_data->plate_corners, cropSize);
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pipeline_data->crop_gray = imgTransform.crop(cropSize, transmtx);
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Size outputImageSize = getOutputImageSize(pipeline_data->plate_corners);
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Mat transmtx = getTransformationMatrix(pipeline_data->plate_corners, outputImageSize);
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pipeline_data->crop_gray = deSkewPlate(this->pipeline_data->grayImg, outputImageSize, transmtx);
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if (this->config->debugGeneral)
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displayImage(config, "quadrilateral", pipeline_data->crop_gray);
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@@ -87,16 +96,14 @@ void LicensePlateCandidate::recognize()
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vector<TextLine> newLines;
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for (uint i = 0; i < pipeline_data->textLines.size(); i++)
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{
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vector<Point2f> textArea = transformPointsToOriginalImage(this->pipeline_data->grayImg, originalCrop, expandedRegion,
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pipeline_data->textLines[i].textArea);
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vector<Point2f> linePolygon = transformPointsToOriginalImage(this->pipeline_data->grayImg, originalCrop, expandedRegion,
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pipeline_data->textLines[i].linePolygon);
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vector<Point2f> textArea = imgTransform.transformSmallPointsToBigImage(pipeline_data->textLines[i].textArea);
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vector<Point2f> linePolygon = imgTransform.transformSmallPointsToBigImage(pipeline_data->textLines[i].linePolygon);
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vector<Point2f> textAreaRemapped;
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vector<Point2f> linePolygonRemapped;
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perspectiveTransform(textArea, textAreaRemapped, transmtx);
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perspectiveTransform(linePolygon, linePolygonRemapped, transmtx);
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textAreaRemapped = imgTransform.remapSmallPointstoCrop(textArea, transmtx);
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linePolygonRemapped = imgTransform.remapSmallPointstoCrop(linePolygon, transmtx);
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newLines.push_back(TextLine(textAreaRemapped, linePolygonRemapped));
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}
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@@ -123,31 +130,13 @@ void LicensePlateCandidate::recognize()
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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 (uint 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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Size LicensePlateCandidate::getOutputImageSize(vector<Point2f> corners)
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Size LicensePlateCandidate::getCropSize(vector<Point2f> areaCorners)
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{
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// Figure out the approximate 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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LineSegment leftEdge(round(areaCorners[3].x), round(areaCorners[3].y), round(areaCorners[0].x), round(areaCorners[0].y));
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LineSegment rightEdge(round(areaCorners[2].x), round(areaCorners[2].y), round(areaCorners[1].x), round(areaCorners[1].y));
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LineSegment topEdge(round(areaCorners[0].x), round(areaCorners[0].y), round(areaCorners[1].x), round(areaCorners[1].y));
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LineSegment bottomEdge(round(areaCorners[3].x), round(areaCorners[3].y), round(areaCorners[2].x), round(areaCorners[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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@@ -163,37 +152,3 @@ Size LicensePlateCandidate::getOutputImageSize(vector<Point2f> corners)
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return Size(width, height);
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}
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Mat LicensePlateCandidate::getTransformationMatrix(vector<Point2f> corners, Size outputImageSize)
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{
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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(outputImageSize.width, 0));
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quad_pts.push_back(Point2f(outputImageSize.width, outputImageSize.height));
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quad_pts.push_back(Point2f(0, outputImageSize.height));
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// Get transformation matrix
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Mat transmtx = getPerspectiveTransform(corners, quad_pts);
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return transmtx;
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}
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Mat LicensePlateCandidate::deSkewPlate(Mat inputImage, Size outputImageSize, Mat transformationMatrix)
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{
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Mat deskewed(outputImageSize, this->pipeline_data->grayImg.type());
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// Apply perspective transformation to the image
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warpPerspective(inputImage, deskewed, transformationMatrix, deskewed.size(), INTER_CUBIC);
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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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