import numpy as np import cv2 from matplotlib import pyplot as plt from matplotlib import image as image import easygui class Rect: def __init__(self, x = 0, y = 0, w = 0, h = 0): self.x = x self.y = y self.w = w self.h = h def getArea(self): return self.w * self.h def set(self, x, y, w, h): self.x = x self.y = y self.w = w self.h = h def addPadding(self, imgSize, padding): self.x -= padding self.y -= padding self.w += 2 * padding self.h += 2 * padding if self.x < 0: self.x = 0 if self.y < 0: self.y = 0 if self.x + self.w > imgSize[0]: self.w = imgSize[0] - self.x if self.y + self.h > imgSize[1]: self.h = imgSize[1] - self.y imgsPath = 'images/' img = cv2.imread(imgsPath + 'Boss.bmp') imgSize = np.shape(img) gImg = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) bImg = cv2.medianBlur(src = gImg, ksize = 51) threshold, _ = cv2.threshold(src = bImg, thresh = 0, maxval = 255, type = cv2.THRESH_BINARY | cv2.THRESH_OTSU) cannyImg = cv2.Canny(image = bImg, threshold1 = 0.5 * threshold, threshold2 = threshold) # findContours is a distructive function so the image pased is only a copy _, contours, _ = cv2.findContours(image = cannyImg.copy(), mode = cv2.RETR_TREE, method = cv2.CHAIN_APPROX_SIMPLE) maxRect = Rect(0, 0, 0, 0) for contour in contours: x, y, w, h = cv2.boundingRect(points = contour) currentArea = w * h if currentArea > maxRect.getArea(): maxRect.set(x, y, w, h) cv2.rectangle(img, (maxRect.x, maxRect.y), (maxRect.x + maxRect.w, maxRect.y + maxRect.h), (0, 0, 255), 1) cv2.imshow('Page', img) cv2.waitKey(0) def getPaperFromImage(img): gImg = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) bImg = cv2.medianBlur(src = gImg, ksize = 51) threshold, _ = cv2.threshold(src = bImg, thresh = 0, maxval = 255, type = cv2.THRESH_BINARY | cv2.THRESH_OTSU) cannyImg = cv2.Canny(image = bImg, threshold1 = 0.5 * threshold, threshold2 = threshold) _, contours, _ = cv2.findContours(image = cannyImg.copy(), mode = cv2.RETR_TREE, method = cv2.CHAIN_APPROX_SIMPLE) maxRect = Rect(0, 0, 0, 0) for contour in contours: x, y, w, h = cv2.boundingRect(points = contour) currentArea = w * h if currentArea > maxRect.getArea(): maxRect.set(x, y, w, h) return img[maxRect.y : maxRect.y + maxRect.h, maxRect.x : maxRect.x + maxRect.w]