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# Four Point Image Transforms
# BoMeyering 2024

import numpy as np
import cv2
from scipy.spatial import distance_matrix
from scipy.optimize import linear_sum_assignment
from typing import Tuple

def order_points(pts: np.ndarray, img_shape: Tuple[int, int]) -> np.ndarray:

BoMeyering

# Welfords method for calculating mean and variance
# BoMeyering 2024
import torch
import sys

class WelfordCalculator:
    def __init__(self):
        self.M = torch.zeros(3, dtype=torch.float64)
        self.M_old = torch.zeros(3, dtype=torch.float64)
        self.S = torch.zeros(3, dtype=torch.float64)

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import os
import numpy as np
import pandas as pd

from exif import Image

DIRECTORY = "exif_photos" # Set top directory here

res = []