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DeepGlobe Road Extraction - Error Analysis

1. import Packages

! pip install patool --quiet
import os
import patoolib
import pandas as pd
import cv2 as cv
import numpy as np
import tensorflow as tf

from sklearn.model_selection import train_test_split
from skimage.filters import threshold_otsu
from matplotlib import pyplot as plt
from tensorflow.keras.layers import (
    Input,
    Conv2D,
    MaxPooling2D,
    concatenate,
    Conv2DTranspose,
    BatchNormalization,
    Dropout,
    Activation,
    Concatenate
)
from tensorflow.keras.models import Model
from tensorflow.keras.callbacks import (
    EarlyStopping,
    ModelCheckpoint
)

2. Load Data