DataSet2_Processing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import shutil\n",
    "import random\n",
    "import glob\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "IMAGE_HEIGHT = 256\n",
    "IMAGE_WIDTH = 256\n",
    "\n",
    "RESIZE_IMAGES = True\n",
    "\n",
    "IS_DENOISING = True\n",
    "IS_FREQUENCY = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_dir = './content/DataSet2/Classification'\n",
    "if (IS_FREQUENCY):\n",
    "    base_dir = './content/DataSet2/Freq_Classification'\n",
    "elif (IS_DENOISING):\n",
    "    base_dir = './content/DataSet2/Denoising'\n",
    "\n",
    "\n",
    "with_noise_dir = os.path.join(base_dir,'With-Noise')\n",
    "without_noise_dir = os.path.join(base_dir,'Without-Noise')\n",
    "\n",
    "train_dir = os.path.join(base_dir, 'Train')\n",
    "test_dir = os.path.join(base_dir, 'Test')\n",
    "val_dir = os.path.join(base_dir, 'Validation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "\n",
    "def resize_images(folder_path, target_size=(IMAGE_HEIGHT, IMAGE_WIDTH)):  #resizing function\n",
    "    for filename in os.listdir(folder_path):\n",
    "        file_path = os.path.join(folder_path, filename)\n",
    "        if os.path.isfile(file_path):\n",
    "            img = Image.open(file_path)\n",
    "            print('resizing:', img)\n",
    "            img_resized = img.resize(target_size, Image.LANCZOS)\n",
    "            img_resized.save(file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE460>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE0A0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE460>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE0A0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE460>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE0A0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE460>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE0A0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE370>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE280>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE160>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE4C0>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE310>\n",
      "resizing: <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x1C07F6FE130>\n",
      "Images resized successfully!\n"
     ]
    }
   ],
   "source": [
    "if (RESIZE_IMAGES):\n",
    "    \n",
    "    resize_images(with_noise_dir)\n",
    "    resize_images(without_noise_dir)\n",
    "\n",
    "    print(\"Images resized successfully!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert to Frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "def convert_to_freq(folder_path):\n",
    "    for filename in os.listdir(folder_path):\n",
    "        file_path = os.path.join(folder_path, filename)\n",
    "        if os.path.isfile(file_path):\n",
    "            img = cv2.imread(file_path, cv2.IMREAD_GRAYSCALE)\n",
    "            freq = np.fft.fftshift(np.fft.fft2(img))\n",
    "            cv2.imwrite(file_path, freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "if (IS_FREQUENCY):\n",
    "    \n",
    "    convert_to_freq(with_noise_dir)\n",
    "    convert_to_freq(without_noise_dir)\n",
    "\n",
    "    print(\"Images converted successfully!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Class Foldeing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Gaussian' 'Periodic' 'Salt']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Denoise Image</th>\n",
       "      <th>Noise Type</th>\n",
       "      <th>Noisy Image</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Without-Noise/cast_def_0_0.jpeg</td>\n",
       "      <td>Gaussian</td>\n",
       "      <td>With-Noise/cast_def_0_0.jpeg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Without-Noise/cast_def_0_2.jpeg</td>\n",
       "      <td>Gaussian</td>\n",
       "      <td>With-Noise/cast_def_0_2.jpeg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Without-Noise/cast_def_0_22.jpeg</td>\n",
       "      <td>Gaussian</td>\n",
       "      <td>With-Noise/cast_def_0_22.jpeg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Without-Noise/cast_def_0_25.jpeg</td>\n",
       "      <td>Gaussian</td>\n",
       "      <td>With-Noise/cast_def_0_25.jpeg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Without-Noise/cast_def_0_33.jpeg</td>\n",
       "      <td>Gaussian</td>\n",
       "      <td>With-Noise/cast_def_0_33.jpeg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Denoise Image Noise Type                    Noisy Image\n",
       "0   Without-Noise/cast_def_0_0.jpeg   Gaussian   With-Noise/cast_def_0_0.jpeg\n",
       "1   Without-Noise/cast_def_0_2.jpeg   Gaussian   With-Noise/cast_def_0_2.jpeg\n",
       "2  Without-Noise/cast_def_0_22.jpeg   Gaussian  With-Noise/cast_def_0_22.jpeg\n",
       "3  Without-Noise/cast_def_0_25.jpeg   Gaussian  With-Noise/cast_def_0_25.jpeg\n",
       "4  Without-Noise/cast_def_0_33.jpeg   Gaussian  With-Noise/cast_def_0_33.jpeg"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('./content/Labels.xlsx')\n",
    "print(data['Noise Type'].unique())\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for nType in data['Noise Type'].unique():\n",
    "\n",
    "    os.makedirs(os.path.join(with_noise_dir,nType), exist_ok=True)\n",
    "    for d in data[data['Noise Type']==nType]['Noisy Image']:\n",
    "        shutil.move(os.path.join(base_dir,d),os.path.join(with_noise_dir,nType))\n",
    "\n",
    "    os.makedirs(os.path.join(without_noise_dir,nType), exist_ok=True)\n",
    "    for d in data[data['Noise Type']==nType]['Denoise Image']:\n",
    "        shutil.move(os.path.join(base_dir,d),os.path.join(without_noise_dir,nType))  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Images spilted successfully!\n"
     ]
    }
   ],
   "source": [
    "# Train Folder\n",
    "os.makedirs(train_dir, exist_ok=True)\n",
    "shutil.move(os.path.join(base_dir, 'With-Noise'), train_dir)\n",
    "shutil.move(os.path.join(base_dir, 'Without-Noise'), train_dir)\n",
    "\n",
    "# Test Folder\n",
    "os.makedirs(os.path.join(test_dir, 'With-Noise'), exist_ok=True)\n",
    "os.makedirs(os.path.join(test_dir, 'Without-Noise'), exist_ok=True)\n",
    "for c in data['Noise Type'].unique():\n",
    "    os.makedirs(os.path.join(test_dir+'/With-Noise', c), exist_ok=True)\n",
    "    os.makedirs(os.path.join(test_dir+'/Without-Noise', c), exist_ok=True)\n",
    "\n",
    "# Validation Folder\n",
    "os.makedirs(os.path.join(val_dir, 'With-Noise'), exist_ok=True)\n",
    "os.makedirs(os.path.join(val_dir, 'Without-Noise'), exist_ok=True)\n",
    "for c in data['Noise Type'].unique():\n",
    "    os.makedirs(os.path.join(val_dir+'/With-Noise', c), exist_ok=True)\n",
    "    os.makedirs(os.path.join(val_dir+'/Without-Noise', c), exist_ok=True)\n",
    "\n",
    "# cats\n",
    "for category in ['With-Noise', 'Without-Noise']:\n",
    "    src = os.path.join(train_dir, category)\n",
    "    dest1 = os.path.join(test_dir, category)\n",
    "    dest2 = os.path.join(val_dir, category)\n",
    "\n",
    "    # classes\n",
    "    for c in data['Noise Type'].unique():\n",
    "        c_src = os.path.join(src, c)\n",
    "        c_dest1 = os.path.join(dest1, c)\n",
    "        c_dest2 = os.path.join(dest2, c)\n",
    "\n",
    "    # Test \n",
    "        images = os.listdir(c_src)\n",
    "        num_images_to_move = int(0.15 * len(images))  # Randomly select 15% of images to test\n",
    "        images_to_move = random.sample(images, num_images_to_move)\n",
    "\n",
    "        # Move the selected images to Test Images directory\n",
    "        for image in images_to_move:\n",
    "            source_path = os.path.join(c_src, image)\n",
    "            dest_path = os.path.join(c_dest1, image)\n",
    "            shutil.move(source_path, dest_path)\n",
    "\n",
    "    # Val\n",
    "        images = os.listdir(c_src)\n",
    "        num_images_to_move = int(0.15 * len(images))  # Randomly select 15% of images to test\n",
    "        images_to_move = random.sample(images, num_images_to_move)\n",
    "\n",
    "        # Move the selected images to Test Images directory\n",
    "        for image in images_to_move:\n",
    "            source_path = os.path.join(c_src, image)\n",
    "            dest_path = os.path.join(c_dest2, image)\n",
    "            shutil.move(source_path, dest_path)\n",
    "\n",
    "print(\"Images spilted successfully!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Must run train test split first!\n",
    "\n",
    "if (IS_DENOISING):\n",
    "    # cats\n",
    "    for category in ['With-Noise', 'Without-Noise']:\n",
    "        src1 = os.path.join(train_dir, category)\n",
    "        src2 = os.path.join(test_dir, category)\n",
    "        src3 = os.path.join(val_dir, category)\n",
    "\n",
    "        # classes\n",
    "        for c in data['Noise Type'].unique():\n",
    "            c_src1 = os.path.join(src1, c)\n",
    "            c_src2 = os.path.join(src2, c)\n",
    "            c_src3 = os.path.join(src3, c)\n",
    "\n",
    "            cls_dir = os.path.join(base_dir,c)\n",
    "\n",
    "            # Train\n",
    "            for image in os.listdir(c_src1):\n",
    "                source = os.path.join(c_src1,image)\n",
    "                dest = os.path.join(cls_dir, os.path.join('Train', category))\n",
    "                if(not os.path.isdir(dest)):\n",
    "                    os.makedirs(dest)\n",
    "                shutil.move(source,dest)\n",
    "\n",
    "            # Test\n",
    "            for image in os.listdir(c_src2):\n",
    "                source = os.path.join(c_src2,image)\n",
    "                dest = os.path.join(cls_dir, os.path.join('Test', category))\n",
    "                if(not os.path.isdir(dest)):\n",
    "                    os.makedirs(dest)\n",
    "                shutil.move(source,dest)\n",
    "\n",
    "            # Validation\n",
    "            for image in os.listdir(c_src3):\n",
    "                source = os.path.join(c_src3,image)\n",
    "                dest = os.path.join(cls_dir, os.path.join('Validation', category))\n",
    "                if(not os.path.isdir(dest)):\n",
    "                    os.makedirs(dest)\n",
    "                shutil.move(source,dest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_files_count(directory):\n",
    "  if not os.path.exists(directory):\n",
    "    return 0\n",
    "  count=0\n",
    "  for current_path,dirs,files in os.walk(directory):\n",
    "    for dr in dirs:\n",
    "      count+= len(glob.glob(os.path.join(current_path,dr+\"/*\")))\n",
    "  return count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 Classes\n",
      "6 Train images\n",
      "6 Test images\n",
      "6 Val images\n"
     ]
    }
   ],
   "source": [
    "num_classes=len(glob.glob(train_dir+\"/With-Noise/*\"))\n",
    "\n",
    "train_samples =get_files_count(train_dir)\n",
    "test_samples=get_files_count(test_dir)\n",
    "val_samples=get_files_count(val_dir)\n",
    "\n",
    "print(num_classes,\"Classes\")\n",
    "print(train_samples,\"Train images\")\n",
    "print(test_samples,\"Test images\")\n",
    "print(val_samples,\"Val images\")"
   ]
  }
 ],
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