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import imutils
cv2
import imutils
import pytesseract
  
import pytesseract
 
pytesseract.pytesseract.tesseract_cmd=r"C:\Program Files\Tesseract-
OCR\tesseract.exe"OCR\tesseract.exe"
  
image =cv2.imread("Image path")path")
image=imutils.resize(image,width=500)
 cv2.imshow("Original Image",image)
cv2.waitKey(0)
 
image=imutils.resize(image,width=500)
 
cv2.imshow("Original Image",image)
 
cv2.waitKey(0)
 
gray=cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)
 
gray=cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)
cv2.imshow("l - Grayscale convertion",gray)convertion",gray)
cv2.waitKey(0)
 gray=cv2.bilateralFilter(gray,11,17,17)
cv2.imshow("2-Bilateral Filter",gray)
cv2.waitKey(0)
 
cv2.waitKey(0)edged=cv2.Canny(gray,170,200)
cv2.imshow("3-Canny Edge",edged)
cv2.waitKey(0)
 cnts,new__=cv2.findContours(edged.copy(),cv2.RETR_LIST,cv2.CHAIN_APPROX_SIMPLE)
 
gray=cv2.bilateralFilter(gray,11,17,17)img1=image.copy()
cv2.drawContours(img1,cnts,-1,(0,255,0),3)
cv2.imshow("4-All Contours",img1)
cv2.waitKey(0)
 cnts=sorted(cnts,key=cv2.contourArea,reverse=True)[:30]
NumberPlateCnt=None
 
cv2.imshow("2-Bilateral Filter",gray)
 
cv2.waitKey(0)
 
edged=cv2.Canny(gray,170,200)
 
cv2.imshow("3-Canny Edge",edged)
 
cv2.waitKey(0)
 
cnts,new__=cv2.findContours(edged.copy(),cv2.RETR_LIST,cv2.CHAIN_APPROX_SIMPLE)
 
img1=image.copy()
 
cv2.drawContours(img1,cnts,-1,(0,255,0),3)
 
cv2.imshow("4-All Contours",img1)
 
cv2.waitKey(0)
 
cnts=sorted(cnts,key=cv2.contourArea,reverse=True)[:30]
 
NumberPlateCnt=None
 
img2=image.copy()
cv2.drawContours(img2,cnts,-1,(0,255,0),3)
cv2.imshow("5-Top 30 Contours",img2)
cv2.waitKey(0)cv2.waitKey(0)
  
count=0
idx=7 
for c in cnts:
 
cnts:
    peri=cv2.arcLength(c,True) 
    print(f'peri')
    approx=cv2.approxPolyDP(c,0.02,peri,True)   print(peri)

approx=cv2.approxPolyDP(c,0.02,peri,True)

 if len(approx)==4:
     NumberPlateCnt=approx
     x,y,w,h=cv2.boundingRect(c)
     new_img=image[y:y+h,x:x+w]
     cv2.inwrite("cropped Image-Text/"+str(idx)+'.png',new_img)
     idx+=1       
     break