def analyzePostResizeDigitImage(digitImage, imageAnalysis):
digitImageArray = numpy.asarray(digitImage)
# Histogram
imageAnalysis['verticalHistogram'] = ocr_utils.createVerticalHistogram(digitImageArray)
imageAnalysis['horizontalHistogram'] = ocr_utils.createHorizontalHistogram(digitImageArray)
imageAnalysis['50x25grid'] = ocr_utils.createMxNGrid(50,25,digitImageArray)
imageAnalysis['40x20grid'] = ocr_utils.createMxNGrid(40,20,digitImageArray)
imageAnalysis['20x10grid'] = ocr_utils.createMxNGrid(20,10,digitImageArray)
imageAnalysis['5x1grid'] = ocr_utils.createMxNGrid(5,1,digitImageArray)
imageAnalysis['1x5grid'] = ocr_utils.createMxNGrid(1,5,digitImageArray)
return imageAnalysis
def getVector(originalImage, data):
originalImageArray = numpy.asarray(originalImage)
originalImageAspectRatio = ocr_utils.getAspectRatio(originalImageArray)
originalImage = originalImage.crop(ocr_utils.findEndpoints(originalImageArray))
originalImage = originalImage.resize((resizeWidth, resizeHeight))
original50x25Grid = ocr_utils.createMxNGrid(50,25,numpy.asarray(originalImage))
original40x20Grid = ocr_utils.createMxNGrid(40,20,numpy.asarray(originalImage))
original20x10Grid = ocr_utils.createMxNGrid(20,10,numpy.asarray(originalImage))
original5x1Grid = ocr_utils.createMxNGrid(5,1,numpy.asarray(originalImage))
original1x5Grid = ocr_utils.createMxNGrid(1,5,numpy.asarray(originalImage))
originalImageVerticalHistogram = ocr_utils.createVerticalHistogram(numpy.asarray(originalImage))
originalImageHorizontalHistogram = ocr_utils.createHorizontalHistogram(numpy.asarray(originalImage))
featureVector = []
recognized50x25GridDigit = getRecognizedMxNGridDigit(original50x25Grid,data,50,25)
featureVector.append(recognized50x25GridDigit)
recognized40x20GridDigit = getRecognizedMxNGridDigit(original40x20Grid,data,40,20)
featureVector.append(recognized40x20GridDigit)
recognized20x10GridDigit = getRecognizedMxNGridDigit(original20x10Grid,data,20,10)
featureVector.append(recognized20x10GridDigit)
recognized5x1GridDigit = getRecognizedMxNGridDigit(original5x1Grid,data,5,1)
featureVector.append(recognized5x1GridDigit)
recognized1x5GridDigit = getRecognizedMxNGridDigit(original1x5Grid,data,1,5)
featureVector.append(recognized1x5GridDigit)
recognizedVerticalHistogramDigit = getRecognizedVerticalHistogramDigit(originalImageVerticalHistogram,data)
featureVector.append(recognizedVerticalHistogramDigit)
recognizedHorizontalHistogramDigit = getRecognizedHorizontalHistogramDigit(originalImageHorizontalHistogram,data)
featureVector.append(recognizedHorizontalHistogramDigit)
recognizedAspectRatioDigit = getRecognizedAspectRatioDigit(originalImageAspectRatio,data)
featureVector.append(recognizedAspectRatioDigit)
return featureVector
