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https://github.com/kerberos-io/openalpr-base.git
synced 2025-10-06 14:26:48 +08:00
Got edgefinder working
This commit is contained in:
@@ -18,6 +18,7 @@
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*/
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#include "edgefinder.h"
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#include "textlinecollection.h"
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using namespace std;
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using namespace cv;
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@@ -27,6 +28,7 @@ EdgeFinder::EdgeFinder(PipelineData* pipeline_data) {
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this->pipeline_data = pipeline_data;
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// First re-crop the area from the original picture knowing the text position
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this->confidence = 0;
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}
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@@ -34,4 +36,146 @@ EdgeFinder::EdgeFinder(PipelineData* pipeline_data) {
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EdgeFinder::~EdgeFinder() {
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}
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std::vector<cv::Point2f> EdgeFinder::findEdgeCorners() {
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TextLineCollection tlc(pipeline_data->textLines);
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vector<Point> corners;
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// If the character segment is especially small, just expand the existing box
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// If it's a nice, long segment, then guess the correct box based on character height/position
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if (tlc.longerSegment.length > tlc.charHeight * 3)
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{
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float charHeightToPlateWidthRatio = pipeline_data->config->plateWidthMM / pipeline_data->config->charHeightMM;
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float idealPixelWidth = tlc.charHeight * (charHeightToPlateWidthRatio * 1.03); // Add 3% so we don't clip any characters
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float charHeightToPlateHeightRatio = pipeline_data->config->plateHeightMM / pipeline_data->config->charHeightMM;
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float idealPixelHeight = tlc.charHeight * charHeightToPlateHeightRatio;
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float verticalOffset = (idealPixelHeight * 1.5 / 2);
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float horizontalOffset = (idealPixelWidth * 1.25 / 2);
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LineSegment topLine = tlc.centerHorizontalLine.getParallelLine(verticalOffset);
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LineSegment bottomLine = tlc.centerHorizontalLine.getParallelLine(-1 * verticalOffset);
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LineSegment leftLine = tlc.centerVerticalLine.getParallelLine(-1 * horizontalOffset);
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LineSegment rightLine = tlc.centerVerticalLine.getParallelLine(horizontalOffset);
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Point topLeft = topLine.intersection(leftLine);
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Point topRight = topLine.intersection(rightLine);
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Point botRight = bottomLine.intersection(rightLine);
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Point botLeft = bottomLine.intersection(leftLine);
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corners.push_back(topLeft);
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corners.push_back(topRight);
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corners.push_back(botRight);
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corners.push_back(botLeft);
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}
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else
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{
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//cout << "HEYOOO!" << endl;
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int expandX = (int) ((float) pipeline_data->crop_gray.cols) * 0.15f;
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int expandY = (int) ((float) pipeline_data->crop_gray.rows) * 0.15f;
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int w = pipeline_data->crop_gray.cols;
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int h = pipeline_data->crop_gray.rows;
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corners.push_back(Point(-1 * expandX, -1 * expandY));
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corners.push_back(Point(expandX + w, -1 * expandY));
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corners.push_back(Point(expandX + w, expandY + h));
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corners.push_back(Point(-1 * expandX, expandY + h));
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// for (int i = 0; i < 4; i++)
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// {
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// std::cout << "CORNER: " << corners[i].x << " - " << corners[i].y << std::endl;
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// }
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}
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Transformation imgTransform(pipeline_data->grayImg, pipeline_data->crop_gray, pipeline_data->regionOfInterest);
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vector<Point2f> remappedCorners = imgTransform.transformSmallPointsToBigImage(corners);
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// cout << "topLeft: " << remappedCorners[0] << endl;
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// cout << "topRight: " << remappedCorners[1] << endl;
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// cout << "botRight: " << remappedCorners[2] << endl;
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// cout << "botLeft: " << remappedCorners[3] << endl;
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Size cropSize = imgTransform.getCropSize(remappedCorners,
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Size(pipeline_data->config->templateWidthPx, pipeline_data->config->templateHeightPx));
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Mat transmtx = imgTransform.getTransformationMatrix(remappedCorners, cropSize);
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Mat newCrop = imgTransform.crop(cropSize, transmtx);
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// drawAndWait(&newCrop);
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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 = 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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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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PlateLines plateLines(pipeline_data);
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plateLines.processImage(newCrop, newLines, 1.2);
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PlateCorners cornerFinder(newCrop, &plateLines, pipeline_data, newLines);
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vector<Point> smallPlateCorners = cornerFinder.findPlateCorners();
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confidence = cornerFinder.confidence;
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// cout << "topLeft: " << smallPlateCorners[0] << endl;
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// cout << "topRight: " << smallPlateCorners[1] << endl;
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// cout << "botRight: " << smallPlateCorners[2] << endl;
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// cout << "botLeft: " << smallPlateCorners[3] << endl;
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// cvtColor(newCrop, newCrop, CV_GRAY2BGR);
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// for (int i = 0; i < 4; i++)
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// circle(newCrop, smallPlateCorners[i], 4, Scalar(0,255,0), -1);
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//
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// drawAndWait(&newCrop);
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// Transformation reTrans(pipeline_data->crop_gray, newCrop, cv::Rect(0,0,pipeline_data->crop_gray.cols, pipeline_data->crop_gray.rows));
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// vector<Point2f> cornersInOriginalCrop = reTrans.transformSmallPointsToBigImage(smallPlateCorners);
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//
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// for (int i = 0; i < 4; i++)
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// circle(pipeline_data->crop_gray, cornersInOriginalCrop[i], 4, Scalar(255,255,255), -1);
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//
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// drawAndWait(&pipeline_data->crop_gray);
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std::vector<Point2f> imgArea;
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imgArea.push_back(Point2f(0, 0));
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imgArea.push_back(Point2f(newCrop.cols, 0));
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imgArea.push_back(Point2f(newCrop.cols, newCrop.rows));
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imgArea.push_back(Point2f(0, newCrop.rows));
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Mat newCropTransmtx = imgTransform.getTransformationMatrix(imgArea, remappedCorners);
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vector<Point2f> cornersInOriginalImg = imgTransform.remapSmallPointstoCrop(smallPlateCorners, newCropTransmtx);
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// cout << "topLeft: " << cornersInOriginalImg[0] << endl;
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// cout << "topRight: " << cornersInOriginalImg[1] << endl;
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// cout << "botRight: " << cornersInOriginalImg[2] << endl;
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// cout << "botLeft: " << cornersInOriginalImg[3] << endl;
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// Mat debugimg;
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// cvtColor(pipeline_data->crop_gray, debugimg, CV_GRAY2BGR);
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// for (int i = 0; i < 4; i++)
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// circle(debugimg, cornersInOriginalImg[i], 4, Scalar(0,255,0), -1);
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// drawAndWait(&debugimg);
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// for (int i = 0; i < 4; i++)
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// circle(pipeline_data->colorImg, cornersInOriginalImg[i], 4, Scalar(0,255,0), -1);
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return cornersInOriginalImg;
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}
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@@ -22,12 +22,19 @@
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#include "opencv2/imgproc/imgproc.hpp"
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#include "pipeline_data.h"
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#include "transformation.h"
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#include "platelines.h"
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#include "platecorners.h"
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class EdgeFinder {
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public:
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EdgeFinder(PipelineData* pipeline_data);
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virtual ~EdgeFinder();
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std::vector<cv::Point2f> findEdgeCorners();
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float confidence;
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private:
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PipelineData* pipeline_data;
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@@ -22,8 +22,8 @@
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using namespace cv;
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using namespace std;
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PlateCorners::PlateCorners(Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData) :
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tlc(pipelineData->textLines)
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PlateCorners::PlateCorners(Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData, vector<TextLine> textLines) :
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tlc(textLines)
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{
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this->pipelineData = pipelineData;
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@@ -32,6 +32,7 @@ PlateCorners::PlateCorners(Mat inputImage, PlateLines* plateLines, PipelineData*
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this->inputImage = inputImage;
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this->plateLines = plateLines;
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this->textLines = textLines;
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this->bestHorizontalScore = 9999999999999;
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this->bestVerticalScore = 9999999999999;
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@@ -83,10 +84,10 @@ vector<Point> PlateCorners::findPlateCorners()
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Mat imgCorners = Mat(inputImage.size(), inputImage.type());
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inputImage.copyTo(imgCorners);
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for (uint linenum = 0; linenum < pipelineData->textLines.size(); linenum++)
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for (uint linenum = 0; linenum < textLines.size(); linenum++)
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{
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for (int i = 0; i < 4; i++)
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circle(imgCorners, pipelineData->textLines[linenum].textArea[i], 2, Scalar(0, 0, 0));
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circle(imgCorners, textLines[linenum].textArea[i], 2, Scalar(0, 0, 0));
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}
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line(imgCorners, this->bestTop.p1, this->bestTop.p2, Scalar(255, 0, 0), 1, CV_AA);
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@@ -28,8 +28,8 @@
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#define NO_LINE -1
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#define SCORING_MISSING_SEGMENT_PENALTY_VERTICAL 10
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#define SCORING_MISSING_SEGMENT_PENALTY_HORIZONTAL 1
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#define SCORING_MISSING_SEGMENT_PENALTY_VERTICAL 20
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#define SCORING_MISSING_SEGMENT_PENALTY_HORIZONTAL 10
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#define SCORING_BOXINESS_WEIGHT 0.8
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#define SCORING_PLATEHEIGHT_WEIGHT 2.2
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@@ -47,7 +47,7 @@ class PlateCorners
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{
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public:
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PlateCorners(cv::Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData) ;
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PlateCorners(cv::Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData, std::vector<TextLine> textLines) ;
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virtual ~PlateCorners();
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@@ -60,6 +60,7 @@ class PlateCorners
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PipelineData* pipelineData;
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cv::Mat inputImage;
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std::vector<TextLine> textLines;
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TextLineCollection tlc;
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float bestHorizontalScore;
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@@ -39,7 +39,7 @@ PlateLines::~PlateLines()
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{
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}
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void PlateLines::processImage(Mat inputImage, float sensitivity)
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void PlateLines::processImage(Mat inputImage, vector<TextLine> textLines, float sensitivity)
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{
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if (this->debug)
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cout << "PlateLines findLines" << endl;
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@@ -73,10 +73,10 @@ void PlateLines::processImage(Mat inputImage, float sensitivity)
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Mat mask = Mat::zeros(inputImage.size(), CV_8U);
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for (uint i = 0; i < pipelineData->textLines.size(); i++)
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for (uint i = 0; i < textLines.size(); i++)
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{
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vector<vector<Point> > polygons;
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polygons.push_back(pipelineData->textLines[i].textArea);
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polygons.push_back(textLines[i].textArea);
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fillPoly(mask, polygons, Scalar(255,255,255));
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}
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@@ -40,7 +40,7 @@ class PlateLines
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PlateLines(PipelineData* pipelineData);
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virtual ~PlateLines();
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void processImage(cv::Mat img, float sensitivity=1.0);
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void processImage(cv::Mat img, std::vector<TextLine> textLines, float sensitivity=1.0);
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std::vector<PlateLine> horizontalLines;
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std::vector<PlateLine> verticalLines;
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@@ -57,19 +57,12 @@ void LicensePlateCandidate::recognize()
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if (textAnalysis.confidence > 10)
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{
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PlateLines plateLines(pipeline_data);
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if (pipeline_data->hasPlateBorder)
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plateLines.processImage(pipeline_data->plateBorderMask, 1.10);
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plateLines.processImage(pipeline_data->crop_gray, 0.9);
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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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pipeline_data->plate_corners = edgeFinder.findEdgeCorners();
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if (edgeFinder.confidence > 0)
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{
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timespec startTime;
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@@ -79,9 +72,9 @@ void LicensePlateCandidate::recognize()
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Mat originalCrop = pipeline_data->crop_gray;
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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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Size cropSize = imgTransform.getCropSize(pipeline_data->plate_corners,
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Size(pipeline_data->config->ocrImageWidthPx, pipeline_data->config->ocrImageHeightPx));
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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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@@ -130,25 +123,4 @@ void LicensePlateCandidate::recognize()
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}
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}
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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(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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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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return Size(width, height);
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}
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