Got edgefinder working

This commit is contained in:
Matt Hill
2014-10-26 14:25:42 -04:00
parent c2cbfa89cf
commit 41072737c4
7 changed files with 169 additions and 44 deletions

View File

@@ -18,6 +18,7 @@
*/ */
#include "edgefinder.h" #include "edgefinder.h"
#include "textlinecollection.h"
using namespace std; using namespace std;
using namespace cv; using namespace cv;
@@ -27,6 +28,7 @@ EdgeFinder::EdgeFinder(PipelineData* pipeline_data) {
this->pipeline_data = pipeline_data; this->pipeline_data = pipeline_data;
// First re-crop the area from the original picture knowing the text position // First re-crop the area from the original picture knowing the text position
this->confidence = 0;
} }
@@ -34,4 +36,146 @@ EdgeFinder::EdgeFinder(PipelineData* pipeline_data) {
EdgeFinder::~EdgeFinder() { EdgeFinder::~EdgeFinder() {
} }
std::vector<cv::Point2f> EdgeFinder::findEdgeCorners() {
TextLineCollection tlc(pipeline_data->textLines);
vector<Point> corners;
// If the character segment is especially small, just expand the existing box
// If it's a nice, long segment, then guess the correct box based on character height/position
if (tlc.longerSegment.length > tlc.charHeight * 3)
{
float charHeightToPlateWidthRatio = pipeline_data->config->plateWidthMM / pipeline_data->config->charHeightMM;
float idealPixelWidth = tlc.charHeight * (charHeightToPlateWidthRatio * 1.03); // Add 3% so we don't clip any characters
float charHeightToPlateHeightRatio = pipeline_data->config->plateHeightMM / pipeline_data->config->charHeightMM;
float idealPixelHeight = tlc.charHeight * charHeightToPlateHeightRatio;
float verticalOffset = (idealPixelHeight * 1.5 / 2);
float horizontalOffset = (idealPixelWidth * 1.25 / 2);
LineSegment topLine = tlc.centerHorizontalLine.getParallelLine(verticalOffset);
LineSegment bottomLine = tlc.centerHorizontalLine.getParallelLine(-1 * verticalOffset);
LineSegment leftLine = tlc.centerVerticalLine.getParallelLine(-1 * horizontalOffset);
LineSegment rightLine = tlc.centerVerticalLine.getParallelLine(horizontalOffset);
Point topLeft = topLine.intersection(leftLine);
Point topRight = topLine.intersection(rightLine);
Point botRight = bottomLine.intersection(rightLine);
Point botLeft = bottomLine.intersection(leftLine);
corners.push_back(topLeft);
corners.push_back(topRight);
corners.push_back(botRight);
corners.push_back(botLeft);
}
else
{
//cout << "HEYOOO!" << endl;
int expandX = (int) ((float) pipeline_data->crop_gray.cols) * 0.15f;
int expandY = (int) ((float) pipeline_data->crop_gray.rows) * 0.15f;
int w = pipeline_data->crop_gray.cols;
int h = pipeline_data->crop_gray.rows;
corners.push_back(Point(-1 * expandX, -1 * expandY));
corners.push_back(Point(expandX + w, -1 * expandY));
corners.push_back(Point(expandX + w, expandY + h));
corners.push_back(Point(-1 * expandX, expandY + h));
// for (int i = 0; i < 4; i++)
// {
// std::cout << "CORNER: " << corners[i].x << " - " << corners[i].y << std::endl;
// }
}
Transformation imgTransform(pipeline_data->grayImg, pipeline_data->crop_gray, pipeline_data->regionOfInterest);
vector<Point2f> remappedCorners = imgTransform.transformSmallPointsToBigImage(corners);
// cout << "topLeft: " << remappedCorners[0] << endl;
// cout << "topRight: " << remappedCorners[1] << endl;
// cout << "botRight: " << remappedCorners[2] << endl;
// cout << "botLeft: " << remappedCorners[3] << endl;
Size cropSize = imgTransform.getCropSize(remappedCorners,
Size(pipeline_data->config->templateWidthPx, pipeline_data->config->templateHeightPx));
Mat transmtx = imgTransform.getTransformationMatrix(remappedCorners, cropSize);
Mat newCrop = imgTransform.crop(cropSize, transmtx);
// drawAndWait(&newCrop);
vector<TextLine> newLines;
for (uint i = 0; i < pipeline_data->textLines.size(); i++)
{
vector<Point2f> textArea = imgTransform.transformSmallPointsToBigImage(pipeline_data->textLines[i].textArea);
vector<Point2f> linePolygon = imgTransform.transformSmallPointsToBigImage(pipeline_data->textLines[i].linePolygon);
vector<Point2f> textAreaRemapped;
vector<Point2f> linePolygonRemapped;
textAreaRemapped = imgTransform.remapSmallPointstoCrop(textArea, transmtx);
linePolygonRemapped = imgTransform.remapSmallPointstoCrop(linePolygon, transmtx);
newLines.push_back(TextLine(textAreaRemapped, linePolygonRemapped));
}
PlateLines plateLines(pipeline_data);
plateLines.processImage(newCrop, newLines, 1.2);
PlateCorners cornerFinder(newCrop, &plateLines, pipeline_data, newLines);
vector<Point> smallPlateCorners = cornerFinder.findPlateCorners();
confidence = cornerFinder.confidence;
// cout << "topLeft: " << smallPlateCorners[0] << endl;
// cout << "topRight: " << smallPlateCorners[1] << endl;
// cout << "botRight: " << smallPlateCorners[2] << endl;
// cout << "botLeft: " << smallPlateCorners[3] << endl;
// cvtColor(newCrop, newCrop, CV_GRAY2BGR);
// for (int i = 0; i < 4; i++)
// circle(newCrop, smallPlateCorners[i], 4, Scalar(0,255,0), -1);
//
// drawAndWait(&newCrop);
// Transformation reTrans(pipeline_data->crop_gray, newCrop, cv::Rect(0,0,pipeline_data->crop_gray.cols, pipeline_data->crop_gray.rows));
// vector<Point2f> cornersInOriginalCrop = reTrans.transformSmallPointsToBigImage(smallPlateCorners);
//
// for (int i = 0; i < 4; i++)
// circle(pipeline_data->crop_gray, cornersInOriginalCrop[i], 4, Scalar(255,255,255), -1);
//
// drawAndWait(&pipeline_data->crop_gray);
std::vector<Point2f> imgArea;
imgArea.push_back(Point2f(0, 0));
imgArea.push_back(Point2f(newCrop.cols, 0));
imgArea.push_back(Point2f(newCrop.cols, newCrop.rows));
imgArea.push_back(Point2f(0, newCrop.rows));
Mat newCropTransmtx = imgTransform.getTransformationMatrix(imgArea, remappedCorners);
vector<Point2f> cornersInOriginalImg = imgTransform.remapSmallPointstoCrop(smallPlateCorners, newCropTransmtx);
// cout << "topLeft: " << cornersInOriginalImg[0] << endl;
// cout << "topRight: " << cornersInOriginalImg[1] << endl;
// cout << "botRight: " << cornersInOriginalImg[2] << endl;
// cout << "botLeft: " << cornersInOriginalImg[3] << endl;
// Mat debugimg;
// cvtColor(pipeline_data->crop_gray, debugimg, CV_GRAY2BGR);
// for (int i = 0; i < 4; i++)
// circle(debugimg, cornersInOriginalImg[i], 4, Scalar(0,255,0), -1);
// drawAndWait(&debugimg);
// for (int i = 0; i < 4; i++)
// circle(pipeline_data->colorImg, cornersInOriginalImg[i], 4, Scalar(0,255,0), -1);
return cornersInOriginalImg;
}

View File

@@ -22,12 +22,19 @@
#include "opencv2/imgproc/imgproc.hpp" #include "opencv2/imgproc/imgproc.hpp"
#include "pipeline_data.h" #include "pipeline_data.h"
#include "transformation.h"
#include "platelines.h"
#include "platecorners.h"
class EdgeFinder { class EdgeFinder {
public: public:
EdgeFinder(PipelineData* pipeline_data); EdgeFinder(PipelineData* pipeline_data);
virtual ~EdgeFinder(); virtual ~EdgeFinder();
std::vector<cv::Point2f> findEdgeCorners();
float confidence;
private: private:
PipelineData* pipeline_data; PipelineData* pipeline_data;

View File

@@ -22,8 +22,8 @@
using namespace cv; using namespace cv;
using namespace std; using namespace std;
PlateCorners::PlateCorners(Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData) : PlateCorners::PlateCorners(Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData, vector<TextLine> textLines) :
tlc(pipelineData->textLines) tlc(textLines)
{ {
this->pipelineData = pipelineData; this->pipelineData = pipelineData;
@@ -32,6 +32,7 @@ PlateCorners::PlateCorners(Mat inputImage, PlateLines* plateLines, PipelineData*
this->inputImage = inputImage; this->inputImage = inputImage;
this->plateLines = plateLines; this->plateLines = plateLines;
this->textLines = textLines;
this->bestHorizontalScore = 9999999999999; this->bestHorizontalScore = 9999999999999;
this->bestVerticalScore = 9999999999999; this->bestVerticalScore = 9999999999999;
@@ -83,10 +84,10 @@ vector<Point> PlateCorners::findPlateCorners()
Mat imgCorners = Mat(inputImage.size(), inputImage.type()); Mat imgCorners = Mat(inputImage.size(), inputImage.type());
inputImage.copyTo(imgCorners); inputImage.copyTo(imgCorners);
for (uint linenum = 0; linenum < pipelineData->textLines.size(); linenum++) for (uint linenum = 0; linenum < textLines.size(); linenum++)
{ {
for (int i = 0; i < 4; i++) for (int i = 0; i < 4; i++)
circle(imgCorners, pipelineData->textLines[linenum].textArea[i], 2, Scalar(0, 0, 0)); circle(imgCorners, textLines[linenum].textArea[i], 2, Scalar(0, 0, 0));
} }
line(imgCorners, this->bestTop.p1, this->bestTop.p2, Scalar(255, 0, 0), 1, CV_AA); line(imgCorners, this->bestTop.p1, this->bestTop.p2, Scalar(255, 0, 0), 1, CV_AA);

View File

@@ -28,8 +28,8 @@
#define NO_LINE -1 #define NO_LINE -1
#define SCORING_MISSING_SEGMENT_PENALTY_VERTICAL 10 #define SCORING_MISSING_SEGMENT_PENALTY_VERTICAL 20
#define SCORING_MISSING_SEGMENT_PENALTY_HORIZONTAL 1 #define SCORING_MISSING_SEGMENT_PENALTY_HORIZONTAL 10
#define SCORING_BOXINESS_WEIGHT 0.8 #define SCORING_BOXINESS_WEIGHT 0.8
#define SCORING_PLATEHEIGHT_WEIGHT 2.2 #define SCORING_PLATEHEIGHT_WEIGHT 2.2
@@ -47,7 +47,7 @@ class PlateCorners
{ {
public: public:
PlateCorners(cv::Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData) ; PlateCorners(cv::Mat inputImage, PlateLines* plateLines, PipelineData* pipelineData, std::vector<TextLine> textLines) ;
virtual ~PlateCorners(); virtual ~PlateCorners();
@@ -60,6 +60,7 @@ class PlateCorners
PipelineData* pipelineData; PipelineData* pipelineData;
cv::Mat inputImage; cv::Mat inputImage;
std::vector<TextLine> textLines;
TextLineCollection tlc; TextLineCollection tlc;
float bestHorizontalScore; float bestHorizontalScore;

View File

@@ -39,7 +39,7 @@ PlateLines::~PlateLines()
{ {
} }
void PlateLines::processImage(Mat inputImage, float sensitivity) void PlateLines::processImage(Mat inputImage, vector<TextLine> textLines, float sensitivity)
{ {
if (this->debug) if (this->debug)
cout << "PlateLines findLines" << endl; cout << "PlateLines findLines" << endl;
@@ -73,10 +73,10 @@ void PlateLines::processImage(Mat inputImage, float sensitivity)
Mat mask = Mat::zeros(inputImage.size(), CV_8U); Mat mask = Mat::zeros(inputImage.size(), CV_8U);
for (uint i = 0; i < pipelineData->textLines.size(); i++) for (uint i = 0; i < textLines.size(); i++)
{ {
vector<vector<Point> > polygons; vector<vector<Point> > polygons;
polygons.push_back(pipelineData->textLines[i].textArea); polygons.push_back(textLines[i].textArea);
fillPoly(mask, polygons, Scalar(255,255,255)); fillPoly(mask, polygons, Scalar(255,255,255));
} }

View File

@@ -40,7 +40,7 @@ class PlateLines
PlateLines(PipelineData* pipelineData); PlateLines(PipelineData* pipelineData);
virtual ~PlateLines(); virtual ~PlateLines();
void processImage(cv::Mat img, float sensitivity=1.0); void processImage(cv::Mat img, std::vector<TextLine> textLines, float sensitivity=1.0);
std::vector<PlateLine> horizontalLines; std::vector<PlateLine> horizontalLines;
std::vector<PlateLine> verticalLines; std::vector<PlateLine> verticalLines;

View File

@@ -57,19 +57,12 @@ void LicensePlateCandidate::recognize()
if (textAnalysis.confidence > 10) if (textAnalysis.confidence > 10)
{ {
PlateLines plateLines(pipeline_data);
if (pipeline_data->hasPlateBorder)
plateLines.processImage(pipeline_data->plateBorderMask, 1.10);
plateLines.processImage(pipeline_data->crop_gray, 0.9);
PlateCorners cornerFinder(pipeline_data->crop_gray, &plateLines, pipeline_data);
vector<Point> smallPlateCorners = cornerFinder.findPlateCorners();
EdgeFinder edgeFinder(pipeline_data); EdgeFinder edgeFinder(pipeline_data);
if (cornerFinder.confidence > 0) pipeline_data->plate_corners = edgeFinder.findEdgeCorners();
if (edgeFinder.confidence > 0)
{ {
timespec startTime; timespec startTime;
@@ -79,9 +72,9 @@ void LicensePlateCandidate::recognize()
Mat originalCrop = pipeline_data->crop_gray; Mat originalCrop = pipeline_data->crop_gray;
Transformation imgTransform(this->pipeline_data->grayImg, pipeline_data->crop_gray, expandedRegion); Transformation imgTransform(this->pipeline_data->grayImg, pipeline_data->crop_gray, expandedRegion);
pipeline_data->plate_corners = imgTransform.transformSmallPointsToBigImage(smallPlateCorners);
Size cropSize = getCropSize(pipeline_data->plate_corners); Size cropSize = imgTransform.getCropSize(pipeline_data->plate_corners,
Size(pipeline_data->config->ocrImageWidthPx, pipeline_data->config->ocrImageHeightPx));
Mat transmtx = imgTransform.getTransformationMatrix(pipeline_data->plate_corners, cropSize); Mat transmtx = imgTransform.getTransformationMatrix(pipeline_data->plate_corners, cropSize);
pipeline_data->crop_gray = imgTransform.crop(cropSize, transmtx); pipeline_data->crop_gray = imgTransform.crop(cropSize, transmtx);
@@ -130,25 +123,4 @@ void LicensePlateCandidate::recognize()
} }
} }
Size LicensePlateCandidate::getCropSize(vector<Point2f> areaCorners)
{
// Figure out the approximate width/height of the license plate region, so we can maintain the aspect ratio.
LineSegment leftEdge(round(areaCorners[3].x), round(areaCorners[3].y), round(areaCorners[0].x), round(areaCorners[0].y));
LineSegment rightEdge(round(areaCorners[2].x), round(areaCorners[2].y), round(areaCorners[1].x), round(areaCorners[1].y));
LineSegment topEdge(round(areaCorners[0].x), round(areaCorners[0].y), round(areaCorners[1].x), round(areaCorners[1].y));
LineSegment bottomEdge(round(areaCorners[3].x), round(areaCorners[3].y), round(areaCorners[2].x), round(areaCorners[2].y));
float w = distanceBetweenPoints(leftEdge.midpoint(), rightEdge.midpoint());
float h = distanceBetweenPoints(bottomEdge.midpoint(), topEdge.midpoint());
float aspect = w/h;
int width = config->ocrImageWidthPx;
int height = round(((float) width) / aspect);
if (height > config->ocrImageHeightPx)
{
height = config->ocrImageHeightPx;
width = round(((float) height) * aspect);
}
return Size(width, height);
}