Added confidence to plate lines -- using them in plate corner detection

tweaked plate corner detection defaults
This commit is contained in:
Matt Hill
2014-07-02 18:26:08 -04:00
parent 70424df9be
commit 5b1e7429ed
4 changed files with 94 additions and 33 deletions

View File

@@ -22,6 +22,9 @@
using namespace cv;
using namespace std;
const float MIN_CONFIDENCE = 0.3;
PlateLines::PlateLines(Config* config)
{
this->config = config;
@@ -72,15 +75,15 @@ void PlateLines::processImage(Mat inputImage, CharacterRegion* charRegion, float
Mat mask = Mat::zeros(inputImage.size(), CV_8U);
fillPoly(mask, polygons, Scalar(255,255,255));
dilate(mask, mask, element);
dilate(mask, mask, getStructuringElement( 1, Size( 1 + 1, 2*1+1 ), Point( 1, 1 ) ));
bitwise_not(mask, mask);
// AND canny edges with the character mask
bitwise_and(edges, mask, edges);
vector<LineSegment> hlines = this->getLines(edges, sensitivity, false);
vector<LineSegment> vlines = this->getLines(edges, sensitivity, true);
vector<PlateLine> hlines = this->getLines(edges, sensitivity, false);
vector<PlateLine> vlines = this->getLines(edges, sensitivity, true);
for (int i = 0; i < hlines.size(); i++)
this->horizontalLines.push_back(hlines[i]);
for (int i = 0; i < vlines.size(); i++)
@@ -98,12 +101,12 @@ void PlateLines::processImage(Mat inputImage, CharacterRegion* charRegion, float
for( size_t i = 0; i < this->horizontalLines.size(); i++ )
{
line( debugImgHoriz, this->horizontalLines[i].p1, this->horizontalLines[i].p2, Scalar(0,0,255), 1, CV_AA);
line( debugImgHoriz, this->horizontalLines[i].line.p1, this->horizontalLines[i].line.p2, Scalar(0,0,255), 1, CV_AA);
}
for( size_t i = 0; i < this->verticalLines.size(); i++ )
{
line( debugImgVert, this->verticalLines[i].p1, this->verticalLines[i].p2, Scalar(0,0,255), 1, CV_AA);
line( debugImgVert, this->verticalLines[i].line.p1, this->verticalLines[i].line.p2, Scalar(0,0,255), 1, CV_AA);
}
vector<Mat> images;
@@ -126,7 +129,7 @@ void PlateLines::processImage(Mat inputImage, CharacterRegion* charRegion, float
vector<LineSegment> PlateLines::getLines(Mat edges, float sensitivityMultiplier, bool vertical)
vector<PlateLine> PlateLines::getLines(Mat edges, float sensitivityMultiplier, bool vertical)
{
if (this->debug)
cout << "PlateLines::getLines" << endl;
@@ -135,7 +138,7 @@ vector<LineSegment> PlateLines::getLines(Mat edges, float sensitivityMultiplier,
static int VERTICAL_SENSITIVITY = config->plateLinesSensitivityVertical;
vector<Vec2f> allLines;
vector<LineSegment> filteredLines;
vector<PlateLine> filteredLines;
int sensitivity;
if (vertical)
@@ -176,7 +179,11 @@ vector<LineSegment> PlateLines::getLines(Mat edges, float sensitivityMultiplier,
LineSegment bottom(0, edges.rows, edges.cols, edges.rows);
Point p1 = line.intersection(bottom);
Point p2 = line.intersection(top);
filteredLines.push_back(LineSegment(p1.x, p1.y, p2.x, p2.y));
PlateLine plateLine;
plateLine.line = LineSegment(p1.x, p1.y, p2.x, p2.y);
plateLine.confidence = (1.0 - MIN_CONFIDENCE) * ((float) (allLines.size() - i)) / ((float)allLines.size()) + MIN_CONFIDENCE;
filteredLines.push_back(plateLine);
}
}
else
@@ -196,7 +203,10 @@ vector<LineSegment> PlateLines::getLines(Mat edges, float sensitivityMultiplier,
int newY1 = line.getPointAt(0);
int newY2 = line.getPointAt(edges.cols);
filteredLines.push_back(LineSegment(0, newY1, edges.cols, newY2));
PlateLine plateLine;
plateLine.line = LineSegment(0, newY1, edges.cols, newY2);
plateLine.confidence = (1.0 - MIN_CONFIDENCE) * ((float) (allLines.size() - i)) / ((float)allLines.size()) + MIN_CONFIDENCE;
filteredLines.push_back(plateLine);
}
}
}