mirror of
https://github.com/kerberos-io/openalpr-base.git
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186 lines
4.5 KiB
C++
186 lines
4.5 KiB
C++
/*
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* Copyright (c) 2014 New Designs Unlimited, LLC
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* Opensource Automated License Plate Recognition [http://www.openalpr.com]
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*
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* This file is part of OpenAlpr.
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*
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* OpenAlpr is free software: you can redistribute it and/or modify
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* it under the terms of the GNU Affero General Public License
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* version 3 as published by the Free Software Foundation
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU Affero General Public License for more details.
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*
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* You should have received a copy of the GNU Affero General Public License
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* along with this program. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include "verticalhistogram.h"
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using namespace cv;
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using namespace std;
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namespace alpr
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{
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VerticalHistogram::VerticalHistogram(Mat inputImage, Mat mask)
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{
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analyzeImage(inputImage, mask);
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}
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VerticalHistogram::~VerticalHistogram()
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{
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histoImg.release();
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colHeights.clear();
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}
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void VerticalHistogram::analyzeImage(Mat inputImage, Mat mask)
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{
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highestPeak = 0;
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lowestValley = inputImage.rows;
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histoImg = Mat::zeros(inputImage.size(), CV_8U);
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int columnCount;
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for (int col = 0; col < inputImage.cols; col++)
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{
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columnCount = 0;
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for (int row = 0; row < inputImage.rows; row++)
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{
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if (inputImage.at<uchar>(row, col) > 0 && mask.at<uchar>(row, col) > 0)
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columnCount++;
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}
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this->colHeights.push_back(columnCount);
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if (columnCount < lowestValley)
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lowestValley = columnCount;
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if (columnCount > highestPeak)
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highestPeak = columnCount;
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for (; columnCount > 0; columnCount--)
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histoImg.at<uchar>(inputImage.rows - columnCount, col) = 255;
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}
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}
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int VerticalHistogram::getLocalMinimum(int leftX, int rightX)
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{
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int minimum = histoImg.rows + 1;
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int lowestX = leftX;
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for (int i = leftX; i <= rightX; i++)
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{
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if (colHeights[i] < minimum)
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{
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lowestX = i;
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minimum = colHeights[i];
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}
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}
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return lowestX;
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}
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int VerticalHistogram::getLocalMaximum(int leftX, int rightX)
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{
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int maximum = -1;
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int highestX = leftX;
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for (int i = leftX; i <= rightX; i++)
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{
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if (colHeights[i] > maximum)
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{
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highestX = i;
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maximum = colHeights[i];
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}
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}
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return highestX;
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}
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int VerticalHistogram::getHeightAt(int x)
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{
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return colHeights[x];
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}
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void VerticalHistogram::findValleys()
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{
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//int MINIMUM_PEAK_HEIGHT = (int) (((float) highestPeak) * 0.75);
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int totalWidth = colHeights.size();
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int midpoint = ((highestPeak - lowestValley) / 2) + lowestValley;
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HistogramDirection prevDirection = FALLING;
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int relativePeakHeight = 0;
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//int valleyStart = 0;
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for (int i = 0; i < totalWidth; i++)
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{
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bool aboveMidpoint = (colHeights[i] >= midpoint);
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if (aboveMidpoint)
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{
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if (colHeights[i] > relativePeakHeight)
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relativePeakHeight = colHeights[i];
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prevDirection = FLAT;
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}
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else
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{
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relativePeakHeight = 0;
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HistogramDirection direction = getHistogramDirection(i);
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if ((prevDirection == FALLING || prevDirection == FLAT) && direction == RISING)
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{
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}
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else if ((prevDirection == FALLING || prevDirection == FLAT) && direction == RISING)
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{
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}
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}
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}
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}
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HistogramDirection VerticalHistogram::getHistogramDirection(uint index)
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{
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int EXTRA_WIDTH_TO_AVERAGE = 2;
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float trailingAverage = 0;
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float forwardAverage = 0;
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int trailStartIndex = index - EXTRA_WIDTH_TO_AVERAGE;
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if (trailStartIndex < 0)
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trailStartIndex = 0;
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uint forwardEndIndex = index + EXTRA_WIDTH_TO_AVERAGE;
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if (forwardEndIndex >= colHeights.size())
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forwardEndIndex = colHeights.size() - 1;
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for (int i = index; i >= trailStartIndex; i--)
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{
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trailingAverage += colHeights[i];
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}
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trailingAverage = trailingAverage / ((float) (1 + index - trailStartIndex));
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for (uint i = index; i <= forwardEndIndex; i++)
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{
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forwardAverage += colHeights[i];
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}
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forwardAverage = forwardAverage / ((float) (1 + forwardEndIndex - index));
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float diff = forwardAverage - trailingAverage;
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float minDiff = ((float) (highestPeak - lowestValley)) * 0.10;
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if (diff > minDiff)
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return RISING;
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else if (diff < minDiff)
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return FALLING;
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else
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return FLAT;
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}
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} |