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openalpr-base/src/openalpr/segmentation/verticalhistogram.cpp

186 lines
4.5 KiB
C++

/*
* Copyright (c) 2014 New Designs Unlimited, LLC
* Opensource 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 "verticalhistogram.h"
using namespace cv;
using namespace std;
namespace alpr
{
VerticalHistogram::VerticalHistogram(Mat inputImage, Mat mask)
{
analyzeImage(inputImage, mask);
}
VerticalHistogram::~VerticalHistogram()
{
histoImg.release();
colHeights.clear();
}
void VerticalHistogram::analyzeImage(Mat inputImage, Mat mask)
{
highestPeak = 0;
lowestValley = inputImage.rows;
histoImg = Mat::zeros(inputImage.size(), CV_8U);
int columnCount;
for (int col = 0; col < inputImage.cols; col++)
{
columnCount = 0;
for (int row = 0; row < inputImage.rows; row++)
{
if (inputImage.at<uchar>(row, col) > 0 && mask.at<uchar>(row, col) > 0)
columnCount++;
}
this->colHeights.push_back(columnCount);
if (columnCount < lowestValley)
lowestValley = columnCount;
if (columnCount > highestPeak)
highestPeak = columnCount;
for (; columnCount > 0; columnCount--)
histoImg.at<uchar>(inputImage.rows - columnCount, col) = 255;
}
}
int VerticalHistogram::getLocalMinimum(int leftX, int rightX)
{
int minimum = histoImg.rows + 1;
int lowestX = leftX;
for (int i = leftX; i <= rightX; i++)
{
if (colHeights[i] < minimum)
{
lowestX = i;
minimum = colHeights[i];
}
}
return lowestX;
}
int VerticalHistogram::getLocalMaximum(int leftX, int rightX)
{
int maximum = -1;
int highestX = leftX;
for (int i = leftX; i <= rightX; i++)
{
if (colHeights[i] > maximum)
{
highestX = i;
maximum = colHeights[i];
}
}
return highestX;
}
int VerticalHistogram::getHeightAt(int x)
{
return colHeights[x];
}
void VerticalHistogram::findValleys()
{
//int MINIMUM_PEAK_HEIGHT = (int) (((float) highestPeak) * 0.75);
int totalWidth = colHeights.size();
int midpoint = ((highestPeak - lowestValley) / 2) + lowestValley;
HistogramDirection prevDirection = FALLING;
int relativePeakHeight = 0;
//int valleyStart = 0;
for (int i = 0; i < totalWidth; i++)
{
bool aboveMidpoint = (colHeights[i] >= midpoint);
if (aboveMidpoint)
{
if (colHeights[i] > relativePeakHeight)
relativePeakHeight = colHeights[i];
prevDirection = FLAT;
}
else
{
relativePeakHeight = 0;
HistogramDirection direction = getHistogramDirection(i);
if ((prevDirection == FALLING || prevDirection == FLAT) && direction == RISING)
{
}
else if ((prevDirection == FALLING || prevDirection == FLAT) && direction == RISING)
{
}
}
}
}
HistogramDirection VerticalHistogram::getHistogramDirection(unsigned int index)
{
int EXTRA_WIDTH_TO_AVERAGE = 2;
float trailingAverage = 0;
float forwardAverage = 0;
int trailStartIndex = index - EXTRA_WIDTH_TO_AVERAGE;
if (trailStartIndex < 0)
trailStartIndex = 0;
unsigned int forwardEndIndex = index + EXTRA_WIDTH_TO_AVERAGE;
if (forwardEndIndex >= colHeights.size())
forwardEndIndex = colHeights.size() - 1;
for (int i = index; i >= trailStartIndex; i--)
{
trailingAverage += colHeights[i];
}
trailingAverage = trailingAverage / ((float) (1 + index - trailStartIndex));
for (unsigned int i = index; i <= forwardEndIndex; i++)
{
forwardAverage += colHeights[i];
}
forwardAverage = forwardAverage / ((float) (1 + forwardEndIndex - index));
float diff = forwardAverage - trailingAverage;
float minDiff = ((float) (highestPeak - lowestValley)) * 0.10;
if (diff > minDiff)
return RISING;
else if (diff < minDiff)
return FALLING;
else
return FLAT;
}
}