mirror of
https://github.com/kerberos-io/openalpr-base.git
synced 2025-10-06 01:27:03 +08:00
188 lines
6.2 KiB
C++
188 lines
6.2 KiB
C++
/*
|
|
* Copyright (c) 2015 OpenALPR Technology, Inc.
|
|
* Open source Automated License Plate Recognition [http://www.openalpr.com]
|
|
*
|
|
* This file is part of OpenALPR.
|
|
*
|
|
* OpenALPR is free software: you can redistribute it and/or modify
|
|
* it under the terms of the GNU Affero General Public License
|
|
* version 3 as published by the Free Software Foundation
|
|
*
|
|
* This program is distributed in the hope that it will be useful,
|
|
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
|
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
|
* GNU Affero General Public License for more details.
|
|
*
|
|
* You should have received a copy of the GNU Affero General Public License
|
|
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
|
*/
|
|
|
|
#include "platemask.h"
|
|
|
|
using namespace std;
|
|
using namespace cv;
|
|
|
|
namespace alpr
|
|
{
|
|
|
|
PlateMask::PlateMask(PipelineData* pipeline_data) {
|
|
this->pipeline_data = pipeline_data;
|
|
this->hasPlateMask = false;
|
|
|
|
}
|
|
|
|
|
|
PlateMask::~PlateMask() {
|
|
}
|
|
|
|
cv::Mat PlateMask::getMask() {
|
|
return this->plateMask;
|
|
}
|
|
|
|
// Tries to find a rectangular area surrounding most of the characters. Not required
|
|
// but helpful when determining the plate edges
|
|
void PlateMask::findOuterBoxMask( vector<TextContours > contours )
|
|
{
|
|
double min_parent_area = pipeline_data->config->templateHeightPx * pipeline_data->config->templateWidthPx * 0.10; // Needs to be at least 10% of the plate area to be considered.
|
|
|
|
int winningIndex = -1;
|
|
int winningParentId = -1;
|
|
int bestCharCount = 0;
|
|
double lowestArea = 99999999999999;
|
|
|
|
if (pipeline_data->config->debugCharAnalysis)
|
|
cout << "CharacterAnalysis::findOuterBoxMask" << endl;
|
|
|
|
for (unsigned int imgIndex = 0; imgIndex < contours.size(); imgIndex++)
|
|
{
|
|
//vector<bool> charContours = filter(thresholds[imgIndex], allContours[imgIndex], allHierarchy[imgIndex]);
|
|
|
|
int charsRecognized = 0;
|
|
int parentId = -1;
|
|
bool hasParent = false;
|
|
for (unsigned int i = 0; i < contours[imgIndex].goodIndices.size(); i++)
|
|
{
|
|
if (contours[imgIndex].goodIndices[i]) charsRecognized++;
|
|
if (contours[imgIndex].goodIndices[i] && contours[imgIndex].hierarchy[i][3] != -1)
|
|
{
|
|
parentId = contours[imgIndex].hierarchy[i][3];
|
|
hasParent = true;
|
|
}
|
|
}
|
|
|
|
if (charsRecognized == 0)
|
|
continue;
|
|
|
|
if (hasParent)
|
|
{
|
|
double boxArea = contourArea(contours[imgIndex].contours[parentId]);
|
|
if (boxArea < min_parent_area)
|
|
continue;
|
|
|
|
if ((charsRecognized > bestCharCount) ||
|
|
(charsRecognized == bestCharCount && boxArea < lowestArea))
|
|
//(boxArea < lowestArea)
|
|
{
|
|
bestCharCount = charsRecognized;
|
|
winningIndex = imgIndex;
|
|
winningParentId = parentId;
|
|
lowestArea = boxArea;
|
|
}
|
|
}
|
|
}
|
|
|
|
if (pipeline_data->config->debugCharAnalysis)
|
|
cout << "Winning image index (findOuterBoxMask) is: " << winningIndex << endl;
|
|
|
|
if (winningIndex != -1 && bestCharCount >= 3)
|
|
{
|
|
|
|
Mat mask = Mat::zeros(pipeline_data->thresholds[winningIndex].size(), CV_8U);
|
|
|
|
// get rid of the outline by drawing a 1 pixel width black line
|
|
drawContours(mask, contours[winningIndex].contours,
|
|
winningParentId, // draw this contour
|
|
cv::Scalar(255,255,255), // in
|
|
CV_FILLED,
|
|
8,
|
|
contours[winningIndex].hierarchy,
|
|
0
|
|
);
|
|
|
|
// Morph Open the mask to get rid of any little connectors to non-plate portions
|
|
int morph_elem = 2;
|
|
int morph_size = 3;
|
|
Mat element = getStructuringElement( morph_elem, Size( 2*morph_size + 1, 2*morph_size+1 ), Point( morph_size, morph_size ) );
|
|
|
|
//morphologyEx( mask, mask, MORPH_CLOSE, element );
|
|
morphologyEx( mask, mask, MORPH_OPEN, element );
|
|
|
|
//morph_size = 1;
|
|
//element = getStructuringElement( morph_elem, Size( 2*morph_size + 1, 2*morph_size+1 ), Point( morph_size, morph_size ) );
|
|
//dilate(mask, mask, element);
|
|
|
|
// Drawing the edge black effectively erodes the image. This may clip off some extra junk from the edges.
|
|
// We'll want to do the contour again and find the larges one so that we remove the clipped portion.
|
|
|
|
vector<vector<Point> > contoursSecondRound;
|
|
|
|
findContours(mask, contoursSecondRound, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_SIMPLE);
|
|
int biggestContourIndex = -1;
|
|
double largestArea = 0;
|
|
for (unsigned int c = 0; c < contoursSecondRound.size(); c++)
|
|
{
|
|
double area = contourArea(contoursSecondRound[c]);
|
|
if (area > largestArea)
|
|
{
|
|
biggestContourIndex = c;
|
|
largestArea = area;
|
|
}
|
|
}
|
|
|
|
if (biggestContourIndex != -1)
|
|
{
|
|
mask = Mat::zeros(pipeline_data->thresholds[winningIndex].size(), CV_8U);
|
|
|
|
vector<Point> smoothedMaskPoints;
|
|
approxPolyDP(contoursSecondRound[biggestContourIndex], smoothedMaskPoints, 2, true);
|
|
|
|
vector<vector<Point> > tempvec;
|
|
tempvec.push_back(smoothedMaskPoints);
|
|
//fillPoly(mask, smoothedMaskPoints.data(), smoothedMaskPoints, Scalar(255,255,255));
|
|
drawContours(mask, tempvec,
|
|
0, // draw this contour
|
|
cv::Scalar(255,255,255), // in
|
|
CV_FILLED,
|
|
8,
|
|
contours[winningIndex].hierarchy,
|
|
0
|
|
);
|
|
}
|
|
|
|
if (pipeline_data->config->debugCharAnalysis)
|
|
{
|
|
vector<Mat> debugImgs;
|
|
Mat debugImgMasked = Mat::zeros(pipeline_data->thresholds[winningIndex].size(), CV_8U);
|
|
|
|
pipeline_data->thresholds[winningIndex].copyTo(debugImgMasked, mask);
|
|
|
|
debugImgs.push_back(mask);
|
|
debugImgs.push_back(pipeline_data->thresholds[winningIndex]);
|
|
debugImgs.push_back(debugImgMasked);
|
|
|
|
Mat dashboard = drawImageDashboard(debugImgs, CV_8U, 1);
|
|
displayImage(pipeline_data->config, "Winning outer box", dashboard);
|
|
}
|
|
|
|
hasPlateMask = true;
|
|
this->plateMask = mask;
|
|
} else {
|
|
hasPlateMask = false;
|
|
Mat fullMask = Mat::zeros(pipeline_data->thresholds[0].size(), CV_8U);
|
|
bitwise_not(fullMask, fullMask);
|
|
this->plateMask = fullMask;
|
|
}
|
|
}
|
|
|
|
}
|