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234 lines
7.2 KiB
Go
234 lines
7.2 KiB
Go
![]() |
/*
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* This file is subject to the terms and conditions defined in
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* file 'LICENSE.md', which is part of this source code package.
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*/
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package classer
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import (
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"image"
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"math"
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"github.com/unidoc/unipdf/v3/common"
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"github.com/unidoc/unipdf/v3/internal/jbig2/bitmap"
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"github.com/unidoc/unipdf/v3/internal/jbig2/errors"
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)
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var debugCorrelationScore bool
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// ClassifyCorrelation is the classification using windowed correlation score.
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func (c *Classer) classifyCorrelation(boxa *bitmap.Boxes, pixas *bitmap.Bitmaps, pageNumber int) error {
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const processName = "classifyCorrelation"
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if boxa == nil {
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return errors.Error(processName, "newComponents bounding boxes not found")
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}
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if pixas == nil {
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return errors.Error(processName, "newComponents bitmap array not found")
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}
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n := len(pixas.Values)
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if n == 0 {
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common.Log.Debug("classifyCorrelation - provided pixas is empty")
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return nil
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}
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var (
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bm, bm1 *bitmap.Bitmap
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err error
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)
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bms1 := &bitmap.Bitmaps{Values: make([]*bitmap.Bitmap, n)}
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for i, bm := range pixas.Values {
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bm1, err = bm.AddBorderGeneral(JbAddedPixels, JbAddedPixels, JbAddedPixels, JbAddedPixels, 0)
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if err != nil {
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return errors.Wrap(err, processName, "")
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}
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bms1.Values[i] = bm1
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}
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nafgt := c.FgTemplates
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sumtab := bitmap.MakePixelSumTab8()
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centtab := bitmap.MakePixelCentroidTab8()
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pixcts := make([]int, n)
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pixRowCts := make([][]int, n)
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pts := bitmap.Points(make([]bitmap.Point, n))
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pta := &pts
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var (
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xsum, ysum int
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downcount, rowIndex, rowCount int
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x, y int
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bt byte
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)
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for i, bm := range bms1.Values {
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pixRowCts[i] = make([]int, bm.Height)
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xsum = 0
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ysum = 0
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rowIndex = (bm.Height - 1) * bm.RowStride
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downcount = 0
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for y = bm.Height - 1; y >= 0; y, rowIndex = y-1, rowIndex-bm.RowStride {
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pixRowCts[i][y] = downcount
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rowCount = 0
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for x = 0; x < bm.RowStride; x++ {
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bt = bm.Data[rowIndex+x]
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rowCount += sumtab[bt]
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xsum += centtab[bt] + x*8*sumtab[bt]
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}
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downcount += rowCount
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ysum += rowCount * y
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}
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pixcts[i] = downcount
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if downcount > 0 {
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(*pta)[i] = bitmap.Point{X: float32(xsum) / float32(downcount), Y: float32(ysum) / float32(downcount)}
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} else {
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// no pixels
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(*pta)[i] = bitmap.Point{X: float32(bm.Width) / float32(2), Y: float32(bm.Height) / float32(2)}
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}
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}
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if err = c.CentroidPoints.Add(pta); err != nil {
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return errors.Wrap(err, processName, "centroid add")
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}
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var (
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area, area1, area2 int
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threshold float64
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x1, y1, x2, y2 float32
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ct1, ct2 bitmap.Point
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found bool
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findContext *similarTemplatesFinder
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i int
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bm2 *bitmap.Bitmap
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box *image.Rectangle
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bitmaps *bitmap.Bitmaps
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)
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for i, bm1 = range bms1.Values {
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area1 = pixcts[i]
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if x1, y1, err = pta.GetGeometry(i); err != nil {
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return errors.Wrap(err, processName, "pta - i")
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}
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found = false
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nt := len(c.UndilatedTemplates.Values)
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findContext = initSimilarTemplatesFinder(c, bm1)
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for iclass := findContext.Next(); iclass > -1; {
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// get the template
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if bm2, err = c.UndilatedTemplates.GetBitmap(iclass); err != nil {
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return errors.Wrap(err, processName, "unidlated[iclass] = bm2")
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}
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if area2, err = nafgt.GetInt(iclass); err != nil {
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common.Log.Trace("FG Template [iclass] failed: %v", err)
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}
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if x2, y2, err = c.CentroidPointsTemplates.GetGeometry(iclass); err != nil {
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return errors.Wrap(err, processName, "CentroidPointTemplates[iclass] = x2,y2 ")
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}
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if c.Settings.WeightFactor > 0.0 {
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if area, err = c.TemplateAreas.Get(iclass); err != nil {
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common.Log.Trace("TemplateAreas[iclass] = area %v", err)
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}
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threshold = c.Settings.Thresh + (1.0-c.Settings.Thresh)*c.Settings.WeightFactor*float64(area2)/float64(area)
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} else {
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threshold = c.Settings.Thresh
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}
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overThreshold, err := bitmap.CorrelationScoreThresholded(bm1, bm2, area1, area2, ct1.X-ct2.X, ct1.Y-ct2.Y, MaxDiffWidth, MaxDiffHeight, sumtab, pixRowCts[i], float32(threshold))
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if err != nil {
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return errors.Wrap(err, processName, "")
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}
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if debugCorrelationScore {
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// debug the correlation score values
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var (
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score, testScore float64
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count, testCount int
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)
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score, err = bitmap.CorrelationScore(bm1, bm2, area1, area2, x1-x2, y1-y2, MaxDiffWidth, MaxDiffHeight, sumtab)
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if err != nil {
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return errors.Wrap(err, processName, "debugCorrelationScore")
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}
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testScore, err = bitmap.CorrelationScoreSimple(bm1, bm2, area1, area2, x1-x2, y1-y2, MaxDiffWidth, MaxDiffHeight, sumtab)
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if err != nil {
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return errors.Wrap(err, processName, "debugCorrelationScore")
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}
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count = int(math.Sqrt(score * float64(area1) * float64(area2)))
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testCount = int(math.Sqrt(testScore * float64(area1) * float64(area2)))
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if (score >= threshold) != (testScore >= threshold) {
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return errors.Errorf(processName, "debug Correlation score mismatch - %d(%0.4f, %v) vs %d(%0.4f, %v) %0.4f", count, score, score >= float64(threshold), testCount, testScore, testScore >= float64(threshold), score-testScore)
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}
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if score >= threshold != overThreshold {
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return errors.Errorf(processName, "debug Correlation score Mismatch between correlation / threshold. Comparison: %0.4f(%0.4f, %d) >= %0.4f(%0.4f) vs %v",
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score, score*float64(area1)*float64(area2), count, threshold, float32(threshold)*float32(area1)*float32(area2), overThreshold)
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}
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}
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if overThreshold {
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found = true
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if err = c.ClassIDs.Add(iclass); err != nil {
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return errors.Wrap(err, processName, "overThreshold")
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}
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if err = c.ComponentPageNumbers.Add(pageNumber); err != nil {
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return errors.Wrap(err, processName, "overThreshold")
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}
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if c.Settings.KeepClassInstances {
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if bm, err = pixas.GetBitmap(i); err != nil {
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return errors.Wrap(err, processName, "KeepClassInstances - i")
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}
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if bitmaps, err = c.ClassInstances.GetBitmaps(iclass); err != nil {
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return errors.Wrap(err, processName, "KeepClassInstances - iClass")
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}
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bitmaps.AddBitmap(bm)
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if box, err = boxa.Get(i); err != nil {
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return errors.Wrap(err, processName, "KeepClassInstances")
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}
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bitmaps.AddBox(box)
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}
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break
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}
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}
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if !found {
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if err = c.ClassIDs.Add(nt); err != nil {
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return errors.Wrap(err, processName, "!found")
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}
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if err = c.ComponentPageNumbers.Add(pageNumber); err != nil {
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return errors.Wrap(err, processName, "!found")
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}
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bitmaps = &bitmap.Bitmaps{}
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if bm, err = pixas.GetBitmap(i); err != nil {
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return errors.Wrap(err, processName, "!found")
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}
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bitmaps.AddBitmap(bm)
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wt, ht := bm.Width, bm.Height
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key := uint64(ht) * uint64(wt)
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c.TemplatesSize.Add(key, nt)
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if box, err = boxa.Get(i); err != nil {
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return errors.Wrap(err, processName, "!found")
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}
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bitmaps.AddBox(box)
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c.ClassInstances.AddBitmaps(bitmaps)
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c.CentroidPointsTemplates.AddPoint(x1, y1)
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c.FgTemplates.AddInt(area1)
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c.UndilatedTemplates.AddBitmap(bm)
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area = (bm1.Width - 2*JbAddedPixels) * (bm1.Height - 2*JbAddedPixels)
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if err = c.TemplateAreas.Add(area); err != nil {
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return errors.Wrap(err, processName, "!found")
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}
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}
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}
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c.NumberOfClasses = len(c.UndilatedTemplates.Values)
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return nil
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}
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