{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "IMkYTvi8Czc4",
    "outputId": "520ea084-99b9-4766-9533-b8097bcdfe8d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "# Author's name: Sean Cusick\n",
    "# Author's contact: sean.cusick@drake.edu\n",
    "# Date: (February 15, 2022)\n",
    "\n",
    "# Mount Drive\n",
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "id": "V0MKJtdaAnUA"
   },
   "outputs": [],
   "source": [
    "# Importing necessary libraries\n",
    "# Base image libraries\n",
    "from PIL import Image\n",
    "from PIL import ImageFilter\n",
    "# random number generator\n",
    "import random\n",
    "# for drawing text over image\n",
    "from PIL import ImageDraw\n",
    "# for neccesary math operations\n",
    "import numpy as np\n",
    "# for rendering images\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "Ev7KrFTXCyfm"
   },
   "outputs": [],
   "source": [
    "# Load image and and convert to 2D array\n",
    "img_pil = Image.open('/content/drive/MyDrive/cs195_sp22/first_photograph.png')\n",
    "img_pil_array1 = np.asarray(img_pil)\n",
    "img_pil = Image.open('/content/drive/MyDrive/cs195_sp22/himalaya_dark.jpg')\n",
    "img_pil_array2 = np.asarray(img_pil)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "id": "ZMAFhwtbFJQE"
   },
   "outputs": [],
   "source": [
    "# Easier way to render images\n",
    "def plot(image, title):\n",
    "  plt.figure(figsize=(5,5))\n",
    "  plt.imshow(image, cmap='gray')\n",
    "  plt.title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 573
    },
    "id": "kwql25ayJFkc",
    "outputId": "20703e9e-c50c-43a0-a8b8-a6851f636362"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram generation\n",
    "def create_histogram(image,title):\n",
    "  histogram, bin_edges = np.histogram(image, bins=256, range=(0, 255))\n",
    "\n",
    "  plt.figure()\n",
    "  plt.title(title)\n",
    "  plt.xlabel(\"Intensity\")\n",
    "  plt.ylabel(\"Count\")\n",
    "  plt.xlim([0, 255])\n",
    "\n",
    "  plt.plot(bin_edges[0:-1], histogram)\n",
    "  plt.show()\n",
    "\n",
    "create_histogram(img_pil_array1, 'First Photo Histogram')\n",
    "create_histogram(img_pil_array2, 'Himalaya Dark Histogram')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "id": "2yu6eRb6NR2T"
   },
   "outputs": [],
   "source": [
    "# Image Whitening\n",
    "def whiten(image):\n",
    "  new_image = image\n",
    "  image_array = np.asarray(image)\n",
    "  # Flatten Image array\n",
    "  flattened = image_array.flatten()\n",
    "  mean = np.mean(flattened)\n",
    "  stdev = np.std(flattened)\n",
    "  # Updating values based on whitening function\n",
    "  for y in range(image_array.shape[0]):\n",
    "    for x in range(image_array.shape[1]):\n",
    "      i = image_array[y][x]\n",
    "      i_prime =  round((i - mean)/stdev)\n",
    "      new_image.putpixel((x,y),i_prime)\n",
    "  return new_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 655
    },
    "id": "VB5t4seFePpB",
    "outputId": "3b8f749f-5f6e-44c9-8ec5-bda4beb0e743"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing images\n",
    "image1 = Image.open('/content/drive/MyDrive/cs195_sp22/first_photograph.png')\n",
    "plot(image1,'Before Whitening')\n",
    "whitened = whiten(image1)\n",
    "plot(whitened, 'After Whitening')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 483
    },
    "id": "AaWYk0lY9mYg",
    "outputId": "522a6659-4478-457b-90e0-d536a11ca65a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram Equalization\n",
    "def histogram_equalization(image):\n",
    "  # Loading image\n",
    "  new_image = image\n",
    "  image_array = np.asarray(image)\n",
    "  size = image_array.shape\n",
    "  hist = image.histogram()\n",
    "\n",
    "  # Creating hist_cum lookup dictionary\n",
    "  hist_cum = {}\n",
    "  sum = 0\n",
    "  for bin in range(256):\n",
    "    sum += round(255*hist[bin]/(size[0]*size[1]))\n",
    "    hist_cum[bin] = sum\n",
    "\n",
    "  # Updating pixel values using hist_cum dictionary\n",
    "  for y in range(size[0]):\n",
    "    for x in range(size[1]):\n",
    "      i = image_array[y][x]\n",
    "      i_prime =  hist_cum[i]\n",
    "      new_image.putpixel((x,y),i_prime)\n",
    "  return new_image\n",
    "\n",
    "# Comparing images\n",
    "image = Image.open('/content/drive/MyDrive/cs195_sp22/himalaya_dark.jpg')\n",
    "plot(image,'Original Photo')\n",
    "new_image = histogram_equalization(image)\n",
    "plot(new_image,'After Histogram Equalization')\n"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "name": "ComputerVisionLab1.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
