Extract bounding box and save it as an image

Question

Suppose you have the following image:

Now I want to extract each of the independent letters into individual images. Currently, I've recovered the contours and then drew a bounding box, in this case for the character a:

After this, I want to extract each of the boxes (in this case for the letter a) and save it to an image file.

Expected result:

Here's my code so far:

import numpy as np import cv2  im = cv2.imread('abcd.png') im[im == 255] = 1 im[im == 0] = 255 im[im == 1] = 0 im2 = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY) ret,thresh = cv2.threshold(im2,127,255,0) contours, hierarchy = cv2.findContours(thresh,cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)  for i in range(0, len(contours)):     if (i % 2 == 0):        cnt = contours[i]        #mask = np.zeros(im2.shape,np.uint8)        #cv2.drawContours(mask,[cnt],0,255,-1)        x,y,w,h = cv2.boundingRect(cnt)        cv2.rectangle(im,(x,y),(x+w,y+h),(0,255,0),2)        cv2.imshow('Features', im)        cv2.imwrite(str(i)+'.png', im)  cv2.destroyAllWindows() 

Thanks in advance.

Answer 1

The following will give you a single letter

letter = im[y:y+h,x:x+w]