How can I cut a pdf and create galleries of photo in python

I have a pdf with image like the one that I will show below, I would like to create a pdf with galleries instead of the entire photo with number, so including only the images with the same dimension.enter image description here

First install this into your python

pip install PyMuPDF Pillow

pip install fpdf

After this we extract the images with the below code.

import fitz # PyMuPDF
import io
from PIL import Image
# file path you want to extract images from
file = "1710.05006.pdf"
# open the file
pdf_file = fitz.open(file)
# iterate over PDF pages
for page_index in range(len(pdf_file)):
  # get the page itself
  page = pdf_file[page_index]
  image_list = page.getImageList()
  # printing number of images found in this page
  if image_list:
    print(f"[+] Found a total of {len(image_list)} images in page {page_index}")
  else:
      print("[!] No images found on page", page_index)
  for image_index, img in enumerate(page.getImageList(), start=1):
    # get the XREF of the image
    xref = img[0]
    # extract the image bytes
    base_image = pdf_file.extractImage(xref)
    image_bytes = base_image["image"]
    # get the image extension
    image_ext = base_image["ext"]
    # load it to PIL
    image = Image.open(io.BytesIO(image_bytes))
    # save it to local disk
    image.save(open(f"image{page_index+1}_{image_index}.{image_ext}", "wb"))

After this we need to crop the images

from PIL import Image
import os.path, sys

path = "C:\\Users\\xie\\Desktop\\tiff\\Bmp"
dirs = os.listdir(path)

def crop():
    for item in dirs:
        fullpath = os.path.join(path,item)         #corrected
         if os.path.isfile(fullpath):
            im = Image.open(fullpath)
             f, e = os.path.splitext(fullpath)
             imCrop = im.crop((30, 10, 1024, 1004)) #corrected
             imCrop.save(f + 'Cropped.bmp', "BMP", quality=100)

crop()

After this compile back into PDF

from fpdf import FPDF
pdf = FPDF()
dims = [
    (x, y,w,h),
    (x, y,w,h),
    (x, y,w,h),
    (x, y,w,h)
]

for image_type in set([i[0] for i in image_list]):
    imgs = list(filter(lambda x:image_type in x,image_list))
    pdf.add_page()
    for i,j in zip(imgs,dims):
        pdf.image(i,j[0],j[1],j[2],j[3])
pdf.output("yourfile.pdf", "F")