Removing black background/black stray straight lines from an image in python

I am trying read text from this image using Python with OpenCV that I have attached. However, black background in corners if this pic is messing with the text output and is giving wrong text.

I tried to used Adaptive Gaussian Thresholding in OpenCV using code:

import cv2 as cv
import numpy as np
from matplotlib import pyplot as plt
img=cv.imread(file_path,0)

img = cv.medianBlur(img,5)
ret,th1 = cv.threshold(img,127,255,cv.THRESH_BINARY)

th2 =cv.adaptiveThreshold(img,255,cv.ADAPTIVE_THRESH_MEAN_C,\
        cv.THRESH_BINARY,11,2)

**th3 = cv.adaptiveThreshold(img,255,cv.ADAPTIVE_THRESH_GAUSSIAN_C,\
        cv.THRESH_BINARY,11,2)**

titles = ['Original Image', 'Global Thresholding (v = 127)',
        'Adaptive Mean Thresholding', 'Adaptive Gaussian Thresholding']

images = [img, th1, th2, th3]

for i in range(4):
    plt.subplot(2,2,i+1),plt.imshow(images[i],'gray')
    plt.title(titles[i])
    plt.xticks([]),plt.yticks([])

plt.show()

The output of this code is also attached as AGT_result.

Kindly assist me to extract the words only. Thank you in advance.

source https://stackoverflow.com/questions/71848367/removing-black-background-black-stray-straight-lines-from-an-image-in-python

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