def loadSampleImages():
database = []
for index in range(0,10):
digitData = []
fullPath = os.getcwd() + '/digits/{0}/'.format(index)
print 'Loading the image files for digit {0}...'.format(index)
for imageFile in os.listdir(fullPath):
if imageFile.endswith(".tif") or imageFile.endswith(".tiff"):
digitImageAnalysis = {}
imagePath = fullPath + imageFile
temporaryDigitImage = Image.open(imagePath).convert('L')
digitImageArray = numpy.asarray(temporaryDigitImage)
digitImageAnalysis = ocr_analysis.analyzePreResizeDigitImage(digitImageArray, digitImageAnalysis) # get aspect ratio, ...
temporaryDigitImage = temporaryDigitImage.crop(ocr_utils.findEndpoints(digitImageArray)) # crop
temporaryDigitImage = temporaryDigitImage.resize((resizeWidth, resizeHeight)) # resize
digitImageAnalysis = ocr_analysis.analyzePostResizeDigitImage(temporaryDigitImage, digitImageAnalysis) # get histogram, ...
digitData.append(digitImageAnalysis)
database.append(digitData)
data = compileImageDatabase(database)
return data
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