def segment(image, addr, extras): log = cap.logger(extras, image) components = findComponents(image, log) log.log(cap.drawComponents(image, components)) angles = map(lambda comp: findAngle(comp, log), components) angles = filter(lambda angle: angle != 0.0 and abs(angle) <= 27.0, angles) if len(angles) != 0: angle = fsum(angles) / len(angles) image = cap.doRotate(image, -angle, fillval=255, interpolation=cv.CV_INTER_NN) log.log(image) components = findComponents(image) assert (len(components) <= nSegs) log.log(cap.drawComponents(image, components)) #components = cap.spltCCs(components, cap.partsFromnSegs5(components), projRadius=5, thresh=2) #components = filtCCs(components, (15, 15), 200, 0.2) components = map(lambda comp: addBackground(comp, image, bgcolor=96), components) segments = map(lambda comp: comp[3], components) segments = map(removeBadBackground, segments) log.log(cap.joinImagesH(segments)) segments = map(lambda seg: cap.smoothNoise1(seg, bgcolor=0), segments) log.log(cap.joinImagesH(segments)) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) return segments
def preprocess(image, addr, extras): log = cap.logger(extras, image) image = cap.doResize(image, factor, cv.CV_INTER_CUBIC) log.log(image) image = undistort(image) log.log(image) cv.Threshold(image, image, 200, 255, cv.CV_THRESH_BINARY) log.log(image) image = cap.repaintCCs(image, doRepaint=lambda comp, col: comp[0] <= 10 and col <= 128) log.log(image) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_PREPROCESS) return image
def segment(image, addr, extras): clone = cv.CloneImage(image) log = cap.logger(extras, image) components = cap.findCCs(image, erasecol=0, doContinue=None, doSkip=lambda comp: comp[0] <= 25) log.log(cap.drawComponents(clone, components)) if len(components) != nSegs: components = cap.joinCCs(components, cap.rectsIntersectH) log.log(cap.drawComponents(clone, components)) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) assert(len(components) == nSegs) segments = map(lambda comp: comp[3], components) return segments
def preprocess(image, addr, extras): log = cap.logger(extras, image) image = cap.doResize(image, factor, cv.CV_INTER_CUBIC) log.log(image) image = undistort(image) log.log(image) cv.Threshold(image, image, 200, 255, cv.CV_THRESH_BINARY) log.log(image) image = cap.repaintCCs( image, doRepaint=lambda comp, col: comp[0] <= 10 and col <= 128) log.log(image) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_PREPROCESS) return image
def preprocess(image, addr, extras): log = cap.logger(extras, image) alpha, dark = rotAngle(image) log.log(dark, False) clear = clearNoise(image) log.log(clear, False) straight = cap.doRotate(clear, -alpha, fillval=0, resize=False, interpolation=cv.CV_INTER_NN) #cv.Threshold(straight, straight, 128, 255, cv.CV_THRESH_BINARY) log.log(straight) cv.Dilate(straight, straight) cv.Erode(straight, straight) log.log(straight) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_PREPROCESS) return straight
def segment(image, addr, extras): clone = cv.CloneImage(image) log = cap.logger(extras, image) components = cap.findCCs(image, erasecol=0, doContinue=None, doSkip=lambda comp: comp[0] <= 25) log.log(cap.drawComponents(clone, components)) if len(components) != nSegs: components = cap.joinCCs(components, cap.rectsIntersectH) log.log(cap.drawComponents(clone, components)) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) assert (len(components) == nSegs) segments = map(lambda comp: comp[3], components) return segments
def segment(image, addr, extras): log = cap.logger(extras, image) clone = cv.CloneImage(image) components = cap.findCCs(image, 0, lambda col: col <= 128, lambda comp: comp[0] < 10) log.log(cap.drawComponents(clone, components), False) components = cap.joinCCs(components, cap.rectsIntersectH) log.log(cap.drawComponents(clone, components), False) assert(len(components) <= nSegs) parts = cap.partsFromnSegs5(components) components = cap.spltCCs(components, parts, projRadius=4, thresh=1) log.log(cap.drawComponents(clone, components), False) segments = map(lambda comp: comp[3], components) log.log(cap.joinImagesH(segments), False) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) return segments
def segment(image, addr, extras): clone = cv.CloneImage(image) log = cap.logger(extras, image) components = cap.findCCs(image, erasecol=255, doContinue=lambda col: col == 255, doSkip=lambda comp: comp[0] <= 20) #components = cap.spltCCs(components, cap.partsFromSegW(components, 20), projRadius=5, thresh=1) log.log(cap.drawComponents(clone, components)) while len(components) > nSegs: smallest = cap.argmin(components, itemgetter(0)) del(components[smallest]) assert(len(components) == nSegs) log.log(cap.drawComponents(clone, components)) segments = map(lambda comp: comp[3], components) log.log(cap.joinImagesH(segments)) segments = map(deRotate, segments) log.log(cap.joinImagesH(segments)) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) return segments
def segment(image, addr, extras): clone = cv.CloneImage(image) log = cap.logger(extras, image) components = cap.findCCs(image, erasecol=255, doContinue=lambda col: col == 255, doSkip=lambda comp: comp[0] <= 20) #components = cap.spltCCs(components, cap.partsFromSegW(components, 20), projRadius=5, thresh=1) log.log(cap.drawComponents(clone, components)) while len(components) > nSegs: smallest = cap.argmin(components, itemgetter(0)) del (components[smallest]) assert (len(components) == nSegs) log.log(cap.drawComponents(clone, components)) segments = map(lambda comp: comp[3], components) log.log(cap.joinImagesH(segments)) segments = map(deRotate, segments) log.log(cap.joinImagesH(segments)) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) return segments
def preprocess(image, addr, extras): log = cap.logger(extras, image) image = removeLightColors(image) log.log(image) image = remapColors(image) log.log(image) image = smoothNoise2(image) log.log(image) image = cap.smoothNoise1(image) log.log(image) mask = getNoiseMask(image, 15, 4) cv.Or(mask, findColor(image, myunkn), mask) log.log(mask) image = doInpaint(image, mask) log.log(image) image = sharpenColors(image) log.log(image) image = cap.repaintCCs(image, doRepaint=lambda comp, col: comp[0] <= 5 or comp[2][2] <= 2 or comp[2][3] <= 2) log.log(image) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_PREPROCESS) return image
def segment(image, addr, extras): log = cap.logger(extras, image) components = findComponents(image, log) log.log(cap.drawComponents(image, components)) angles = map(lambda comp: findAngle(comp, log), components) angles = filter(lambda angle: angle != 0.0 and abs(angle) <= 27.0, angles) if len(angles) != 0: angle = fsum(angles) / len(angles) image = cap.doRotate(image, -angle, fillval=255, interpolation=cv.CV_INTER_NN) log.log(image) components = findComponents(image) assert(len(components) <= nSegs) log.log(cap.drawComponents(image, components)) #components = cap.spltCCs(components, cap.partsFromnSegs5(components), projRadius=5, thresh=2) #components = filtCCs(components, (15, 15), 200, 0.2) components = map(lambda comp: addBackground(comp, image, bgcolor=96), components) segments = map(lambda comp: comp[3], components) segments = map(removeBadBackground, segments) log.log(cap.joinImagesH(segments)) segments = map(lambda seg: cap.smoothNoise1(seg, bgcolor=0), segments) log.log(cap.joinImagesH(segments)) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_SEGMENT) return segments
def preprocess(image, addr, extras): log = cap.logger(extras, image) image = removeLightColors(image) log.log(image) image = remapColors(image) log.log(image) image = smoothNoise2(image) log.log(image) image = cap.smoothNoise1(image) log.log(image) mask = getNoiseMask(image, 15, 4) cv.Or(mask, findColor(image, myunkn), mask) log.log(mask) image = doInpaint(image, mask) log.log(image) image = sharpenColors(image) log.log(image) image = cap.repaintCCs(image, doRepaint=lambda comp, col: comp[0] <= 5 or comp[2][ 2] <= 2 or comp[2][3] <= 2) log.log(image) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_PREPROCESS) return image
def preprocess(image, addr, extras): log = cap.logger(extras, image) image = cutLetters(image, 116, log) log.log(image) cap.processExtras(log.steps, addr, extras, cap.CAP_STAGE_PREPROCESS) return image