I have an image, and from the image I want to extract key and value pair details.
As an example, I want to extract the value of "MASTER-AIRWAYBILL NO:"
I have written to extract the entire text from the image using python opencv and OCR, but I don't have any clue how to extract only the value for "MASTER-AIRWAYBILL NO:" from the entire result text of the image.
Please find the code:
import cv2
import numpy as np
import pytesseract
from PIL import Image
print ("Hello")
src_path = "C:\\Users\Venkatraman.R\Desktop\\alpha_bill.jpg"
pytesseract.pytesseract.tesseract_cmd = r"C:\Program Files (x86)\Tesseract-OCR\tesseract.exe"
print (src_path)
# Read image with opencv
img = cv2.imread(src_path)
# Convert to gray
img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
# Apply dilation and erosion to remove some noise
kernel = np.ones((1, 1), np.uint8)
img = cv2.dilate(img, kernel, iterations=1)
img = cv2.erode(img, kernel, iterations=1)
# Write image after removed noise
cv2.imwrite(src_path + "removed_noise.png", img)
# Apply threshold to get image with only black and white
#img = cv2.adaptiveThreshold(img, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 31, 2)
# Write the image after apply opencv to do some ...
cv2.imwrite(src_path + "thres.png", img)
# Recognize text with tesseract for python
result = pytesseract.image_to_string(Image.open(src_path + "thres.png"))
# Remove template file
#os.remove(temp)
print ('--- Start recognize text from image ---')
print (result)
So output should be like:
MASTER-AIRWAYBILL NO: 157-46637194
You can capture text from a scanned image, upload your image file from your computer, or take a screenshot on your desktop. Then simply right click on the image, and select Grab Text. The text from your scanned PDF can then be copied and pasted into other programs and applications.
Python-tesseract is a wrapper for Google's Tesseract-OCR Engine which is used to recognize text from images. Download the tesseract executable file from this link. Approach: After the necessary imports, a sample image is read using the imread function of opencv.
You can use pytesseract
image_to_string() and a regex to extract the desired text, i.e.:
from PIL import Image
import pytesseract, re
f = "ocr.jpg"
t = pytesseract.image_to_string(Image.open(f))
m = re.findall(r"MASTER-AIRWAYBILL NO: [\d—-]+", t)
if m:
print(m[0])
Output:
MASTER-AIRWAYBILL NO: 157—46637194
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