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https://github.com/kerberos-io/openalpr-base.git
synced 2025-10-06 17:07:39 +08:00
Using median character width (rather than max) to segment character blocks
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@@ -170,14 +170,16 @@ CharacterSegmenter::CharacterSegmenter(Mat img, bool invertedColors, Config* con
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}
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float biggestCharWidth = avgCharWidth;
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float medianCharWidth = avgCharWidth;
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vector<int> widthValues;
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// Compute largest char width
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for (int i = 0; i < allBoxes.size(); i++)
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{
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if (allBoxes[i].width > biggestCharWidth)
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biggestCharWidth = allBoxes[i].width;
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widthValues.push_back(allBoxes[i].width);
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}
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medianCharWidth = median(widthValues.data(), widthValues.size());
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if (config->debugTiming)
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{
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@@ -187,7 +189,7 @@ CharacterSegmenter::CharacterSegmenter(Mat img, bool invertedColors, Config* con
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}
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//ColorFilter colorFilter(img, charAnalysis->getCharacterMask());
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vector<Rect> candidateBoxes = getBestCharBoxes(charAnalysis->thresholds[0], allBoxes, biggestCharWidth);
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vector<Rect> candidateBoxes = getBestCharBoxes(charAnalysis->thresholds[0], allBoxes, medianCharWidth);
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if (this->config->debugCharSegmenter)
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@@ -210,11 +212,11 @@ CharacterSegmenter::CharacterSegmenter(Mat img, bool invertedColors, Config* con
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getTime(&startTime);
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filterEdgeBoxes(charAnalysis->thresholds, candidateBoxes, biggestCharWidth, avgCharHeight);
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filterEdgeBoxes(charAnalysis->thresholds, candidateBoxes, medianCharWidth, avgCharHeight);
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candidateBoxes = filterMostlyEmptyBoxes(charAnalysis->thresholds, candidateBoxes);
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candidateBoxes = combineCloseBoxes(candidateBoxes, biggestCharWidth);
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candidateBoxes = combineCloseBoxes(candidateBoxes, medianCharWidth);
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cleanCharRegions(charAnalysis->thresholds, candidateBoxes);
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cleanMostlyFullBoxes(charAnalysis->thresholds, candidateBoxes);
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@@ -310,14 +312,12 @@ vector<Rect> CharacterSegmenter::getHistogramBoxes(VerticalHistogram histogram,
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if (maxHeightChar1 > MIN_HISTOGRAM_HEIGHT && minHeight < (0.25 * ((float) maxHeightChar1)))
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{
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cout << "GOODY GOODY LEFT" << endl;
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// Add a box for Char1
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Point botRight = Point(minX - 1, allBoxes[i].y + allBoxes[i].height);
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charBoxes.push_back(Rect(allBoxes[i].tl(), botRight) );
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}
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if (maxHeightChar2 > MIN_HISTOGRAM_HEIGHT && minHeight < (0.25 * ((float) maxHeightChar2)))
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{
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cout << "GOODY GOODY RIGHT" << endl;
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// Add a box for Char2
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Point topLeft = Point(minX + 1, allBoxes[i].y);
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charBoxes.push_back(Rect(topLeft, allBoxes[i].br()) );
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@@ -360,6 +360,7 @@ vector<Rect> CharacterSegmenter::getBestCharBoxes(Mat img, vector<Rect> charBoxe
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histoImg.at<uchar>(histoImg.rows - columnCount, col) = 255;
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}
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VerticalHistogram histogram(histoImg, Mat::ones(histoImg.size(), CV_8U));
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// Go through each row in the histoImg and score it. Try to find the single line that gives me the most right-sized character regions (based on avgCharWidth)
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@@ -395,7 +396,33 @@ vector<Rect> CharacterSegmenter::getBestCharBoxes(Mat img, vector<Rect> charBoxe
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validBoxes.push_back(allBoxes[boxidx]);
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}
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else if (w > avgCharWidth * 2 && w <= MAX_SEGMENT_WIDTH * 2 )
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{
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// Try to split up doubles into two good char regions, check for a break between 40% and 60%
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int leftEdge = allBoxes[boxidx].x + (int) (((float) allBoxes[boxidx].width) * 0.4f);
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int rightEdge = allBoxes[boxidx].x + (int) (((float) allBoxes[boxidx].width) * 0.6f);
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int minX = histogram.getLocalMinimum(leftEdge, rightEdge);
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int maxXChar1 = histogram.getLocalMaximum(allBoxes[boxidx].x, minX);
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int maxXChar2 = histogram.getLocalMaximum(minX, allBoxes[boxidx].x + allBoxes[boxidx].width);
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int minHeight = histogram.getHeightAt(minX);
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int maxHeightChar1 = histogram.getHeightAt(maxXChar1);
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int maxHeightChar2 = histogram.getHeightAt(maxXChar2);
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if ( minHeight < (0.25 * ((float) maxHeightChar1)))
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{
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// Add a box for Char1
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Point botRight = Point(minX - 1, allBoxes[boxidx].y + allBoxes[boxidx].height);
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validBoxes.push_back(Rect(allBoxes[boxidx].tl(), botRight) );
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}
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if ( minHeight < (0.25 * ((float) maxHeightChar2)))
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{
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// Add a box for Char2
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Point topLeft = Point(minX + 1, allBoxes[boxidx].y);
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validBoxes.push_back(Rect(topLeft, allBoxes[boxidx].br()) );
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}
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}
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}
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