[c36d45]: / segmentation_techniques / RegionGrowing.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SEGMENTATION BY REGION GROWING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import matplotlib.image as mpimg\n",
    "from skimage.color import rgb2gray\n",
    "from RegionGrowing import * #includes all the functions we have created for this part"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Region growing** is a segmentation technique based on locating pixels which follows a certain criteria. It means that the selection will depend on the similarity between pixels. This is based on the idea of **homogeneity** , which defines that the region to be segmented is homogeneous from some point of view, and that it is different from other regions.\n",
    "\n",
    "This method analyses the neighbouring pixels of initial seed points so they can be added to the region whether they meet the established conditions. The process is repeated over the entire image.\n",
    "\n",
    "In this algorithm, we are going to compare the initial pixel with all its adjacent pixels (**connectivity of 8**).\n",
    "\n",
    "The main **advantages** of region growing is that it is useful for images whith poor contrast of edges. Also, we can determine the seed points and the criteria we desire and  it can be very efficient as it only iterates over the necessary pixels.\n",
    "\n",
    "Some of its **disadvantages** are that this is a local method with no global view and that it can be sensitive to noise. Moreover, our algorithm presents another limitation that will be explain later."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Along all the notebook, we are going to work with different images with different characteristics in order to see how the algorithm responds, but also we will apply different seed positions and thresholds so we can analyse the results from different points of view."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Region growing algorithm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **IMAGE1 : Healthy chest XRay with high contrast.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Firstly, we are going to use an image from healthy lungs whose edges are well defined. This will be useful when comparing how the detection of edges can affect our results.\n",
    "\n",
    "However, when we apply our algorithm in Jupyter Notebooks, it presents a limitation. If you see the code in part1_tools.py, we have called a function inside the same function, which is called recursive call of the function. It seems that its iterations are limited to 999 so if we have an image with high resolution, it is probable that it will need to iterate more times. This problem is solved with a line of code which allow us to change the limit of recursion. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sys.setrecursionlimit(5000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anyway, if we increase a lot this limit, the kernel finally dies and it does not allow us to continue working. For this reason, we are going to use images with low resolution but it is supposed that the algorithm will not have limitations in other environments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'LOW RESOLUTION HIGH CONTRAST IMAGE'),\n",
       " (-0.5, 69.5, 46.5, -0.5))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "o_hc_image = mpimg.imread('high_contrast.jpeg') \n",
    "o_hc_image = rgb2gray(o_hc_image)\n",
    "\n",
    "hc_image = mpimg.imread(\"small_high_contrast.jpg\")\n",
    "hc_image = rgb2gray(hc_image)\n",
    "\n",
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(o_hc_image, cmap=plt.cm.gray)\n",
    "plt.title('HIGH CONTRAST IMAGE'), plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.imshow(hc_image, cmap=plt.cm.gray)\n",
    "plt.title('LOW RESOLUTION HIGH CONTRAST IMAGE'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal is to segment two different anatomical structures which will correspond to the **segmentation of the left and the righ lung**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the one hand, we are going to try **different thresholds** (with similar seed position) to analyse which will fit the best for our purpose. \n",
    "\n",
    "What we are doing changing this t value is to increase or decrease the gray region of acceptance, so this number will be added or substracted to the original seed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMAGE t1\n",
      "The position of the seed number 0 is 22 16\n",
      "The position of the seed number 1 is 20 51\n",
      "IMAGE t2\n",
      "The position of the seed number 0 is 21 19\n",
      "The position of the seed number 1 is 20 52\n",
      "IMAGE t3\n",
      "The position of the seed number 0 is 22 20\n",
      "The position of the seed number 1 is 20 52\n"
     ]
    },
    {
     "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": [
    "print(\"IMAGE t1\")\n",
    "hc_t1 = RegionGrowingP2(hc_image,2,0.1)\n",
    "print(\"IMAGE t2\")\n",
    "hc_t2 = RegionGrowingP2(hc_image,2,0.25)\n",
    "print(\"IMAGE t3\")\n",
    "hc_t3 = RegionGrowingP2(hc_image,2,0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Segmentation with t = 0.5'), (-0.5, 69.5, 46.5, -0.5))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(hc_t1, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.1'), plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(hc_t2, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.25'), plt.axis('off')\n",
    "plt.subplot(133)\n",
    "plt.imshow(hc_t3, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.5'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Results**\n",
    "\n",
    "From the one hand, we can observe that with a **threshold of 0.1** we obtain a very poor segmentation. This is because we have chosen a very narrow gray region so only few pixels with so much similarity in intensity will enter in the region of interest, what is bad at a certain point for our case.\n",
    "\n",
    "On the other hand, when we use a **threshold of 0.5** we obtain also a very poor segmentation. This is because we have chosen a very wide gray region so too much pixels will enter in the region of interest, not only those ones with an acceptable intensity and similarity for optimal segmentation.\n",
    "\n",
    "Finally, we appreciate that the one that fits the best is the **threshold of 0.25**. There are several pixels that could not enter in the region of interest but this is due to the existance of ribs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we are going to check results with **different seed positions** (with same threshold)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMAGE upper_part\n",
      "The position of the seed number 0 is 7 20\n",
      "The position of the seed number 1 is 7 50\n",
      "IMAGE middle_part\n",
      "The position of the seed number 0 is 22 21\n",
      "The position of the seed number 1 is 20 53\n",
      "IMAGE lower_part\n",
      "The position of the seed number 0 is 36 10\n",
      "The position of the seed number 1 is 34 60\n"
     ]
    },
    {
     "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": [
    "print(\"IMAGE upper_part\")\n",
    "upper_hc_part = RegionGrowingP2(hc_image,2,0.25)\n",
    "print(\"IMAGE middle_part\")\n",
    "middle_hc_part = RegionGrowingP2(hc_image,2,0.25)\n",
    "print(\"IMAGE lower_part\")\n",
    "lower_hc_part = RegionGrowingP2(hc_image,2,0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Seed in the lower part of the lungs'),\n",
       " (-0.5, 69.5, 46.5, -0.5))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(upper_hc_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the upper part of the lungs'), plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(middle_hc_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the middle part of the lungs'), plt.axis('off')\n",
    "plt.subplot(133)\n",
    "plt.imshow(lower_hc_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the lower part of the lungs'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Results** \n",
    "\n",
    "As an overall, we can appreciate that the position of the seed will affect to the segmentation. This is because we are trying to segment a big anatomical structure with several different gray intensities.\n",
    "\n",
    "First, the seed placed on the **upper part of the lungs** gets a good segmentation although it does not discriminate at all the borders created by the ribs. \n",
    "\n",
    "However, if we place the seed in **the middle part of the lungs**, we get an even better result than before as it also shows how the ribs affect the borders of the lungs. \n",
    "\n",
    "Finally, when we place the seed  in the **lower part of the lungs**, we get a good segmentation with the same condition as in the upper part of the lung, the borders created by the ribs are not so marked.\n",
    "\n",
    "Moreover, this happens with the seeds we have selected but **the segmentation will also depend on where we place the seed inside this upper, middle and lower part of the lung where pixels  from the lung can be similar to the ones of the borders or to the ones of the charasteristic lung**. If we get a bad result and we want to place the seed in an exact point, it could be a good idea to slightly change the threshold."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the other hand, we also thought about changing the number of selected seeds just in case one seed per anatomical structure (lungs) was not enough to achieve a proper segmentation. However, as we have obtained optimal results we did not see neccesary to increase the number of selected seeds. This logic has been applied to all the notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **IMAGE2 : Health chest XRay**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, the image selected is also from a healthy patient but this time, it does not have as much contrast as the previous one which which will affect on the threshold selection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'LOW RESOLUTION HELATHY IMAGE'), (-0.5, 59.5, 53.5, -0.5))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "o_n_image = mpimg.imread('normal.jpeg') \n",
    "o_n_image = rgb2gray(o_n_image)\n",
    "\n",
    "n_image = mpimg.imread('small_normal.jpg') \n",
    "n_image = rgb2gray(n_image)\n",
    "\n",
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(o_n_image, cmap=plt.cm.gray)\n",
    "plt.title('HEALTHY IMAGE'), plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.imshow(n_image, cmap=plt.cm.gray)\n",
    "plt.title('LOW RESOLUTION HELATHY IMAGE'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal is to segment both lungs so let's analyse **different thresholds** to observe which fits the best for this scenario."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMAGE t1\n",
      "The position of the seed number 0 is 18 16\n",
      "The position of the seed number 1 is 17 41\n",
      "IMAGE t2\n",
      "The position of the seed number 0 is 18 17\n",
      "The position of the seed number 1 is 16 40\n",
      "IMAGE t3\n",
      "The position of the seed number 0 is 18 16\n",
      "The position of the seed number 1 is 16 41\n"
     ]
    },
    {
     "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": [
    "print(\"IMAGE t1\")\n",
    "n_t1 = RegionGrowingP2(n_image,2,0.09)\n",
    "print(\"IMAGE t2\")\n",
    "n_t2 = RegionGrowingP2(n_image,2,0.19)\n",
    "print(\"IMAGE t3\")\n",
    "n_t3 = RegionGrowingP2(n_image,2,0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Segmentation with t = 0.5'), (-0.5, 59.5, 53.5, -0.5))"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(n_t1, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.09'), plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(n_t2, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.19'), plt.axis('off')\n",
    "plt.subplot(133)\n",
    "plt.imshow(n_t3, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.5'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Results**\n",
    "\n",
    "These resulting images show the same logic as before, when we apply a low threshold, the acceptance region of gray level is narrower so not many pixels will be includeded in the region of interest which is bad for a proper segmentation. However, if we apply a high threshold, the acceptance region is wider so more pixels will enter and there will not be discriminative restriction, which is also bad for our purpose. Finally, we have found the best fit with a **threshold of 0,19**. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's analyse with **different seed positions**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMAGE upper_part\n",
      "The position of the seed number 0 is 11 18\n",
      "The position of the seed number 1 is 11 38\n",
      "IMAGE middle_part\n",
      "The position of the seed number 0 is 23 14\n",
      "The position of the seed number 1 is 22 44\n",
      "IMAGE lower_part\n",
      "The position of the seed number 0 is 37 16\n",
      "The position of the seed number 1 is 38 44\n"
     ]
    },
    {
     "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": [
    "print(\"IMAGE upper_part\")\n",
    "upper_n_part = RegionGrowingP2(n_image,2,0.19)\n",
    "print(\"IMAGE middle_part\")\n",
    "middle_n_part = RegionGrowingP2(n_image,2,0.19)\n",
    "print(\"IMAGE lower_part\")\n",
    "lower_n_part = RegionGrowingP2(n_image,2,0.19)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Seed in the lower part of the lungs'),\n",
       " (-0.5, 59.5, 53.5, -0.5))"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(upper_n_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the upper part of the lungs'), plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(middle_n_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the middle part of the lungs'), plt.axis('off')\n",
    "plt.subplot(133)\n",
    "plt.imshow(lower_n_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the lower part of the lungs'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Results**\n",
    "\n",
    "Here we have applied the same threshold as before but we can appreciate that although we can segment the lungs, some other structures appear as segmented although this was not our goal. This represents that for this image, the selection of the seed considerably changes the resulting segmentation. This is because some pixels from the borders have similar intensity than the ones from the lung."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **IMAGE3 : COVID19 chest XRay with pneumonia**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In contrast, we are going to use an image whose edges are even worst defined due to the existance of pneumonia, which can be identified as a white cloud in the image. The difficulty now is related to the distinction of intensities as a great part of the image is really smooth which implies having similar intensities between the region of interest and their borders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'LOW RESOLUTION PNEUMONIA IMAGE'), (-0.5, 59.5, 50.5, -0.5))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "o_p_image = mpimg.imread('pneumonia.jpg') \n",
    "o_p_image = rgb2gray(o_p_image)\n",
    "\n",
    "p_image = mpimg.imread(\"small_pneumonia.jpg\")\n",
    "p_image = rgb2gray(p_image)\n",
    "\n",
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(o_p_image, cmap=plt.cm.gray)\n",
    "plt.title('PNEUMONIA IMAGE'), plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.imshow(p_image, cmap=plt.cm.gray)\n",
    "plt.title('LOW RESOLUTION PNEUMONIA IMAGE'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal, as before, is to **segment the the left and the righ lung**. So firstly, we are going to try **different thresholds**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMAGE t1\n",
      "The position of the seed number 0 is 20 17\n",
      "The position of the seed number 1 is 15 43\n",
      "IMAGE t2\n",
      "The position of the seed number 0 is 19 17\n",
      "The position of the seed number 1 is 16 43\n",
      "IMAGE t3\n",
      "The position of the seed number 0 is 19 17\n",
      "The position of the seed number 1 is 15 44\n"
     ]
    },
    {
     "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": [
    "print(\"IMAGE t1\")\n",
    "p_t1 = RegionGrowingP2(p_image,2,0.1)\n",
    "print(\"IMAGE t2\")\n",
    "p_t2 = RegionGrowingP2(p_image,2,0.35)\n",
    "print(\"IMAGE t3\")\n",
    "p_t3 = RegionGrowingP2(p_image,2,0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Segmentation with t = 0.5'), (-0.5, 59.5, 50.5, -0.5))"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(p_t1, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.1'), plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(p_t2, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.35'), plt.axis('off')\n",
    "plt.subplot(133)\n",
    "plt.imshow(p_t3, cmap=plt.cm.gray)\n",
    "plt.title('Segmentation with t = 0.5'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Results**\n",
    "\n",
    "In this case, the selection of the thresholds could be more complicated and more sensitive. That it is why we could get worse segmentations because when we try with different thresholds, the positions of the seed can influence a lot (as we will see with the following images). Anyway, we can see that again the reasoning of how changes in threshold affect the gray region and the segmentation, is the same. The **best result is given by 0.35** although we do not get so much differentiation with the ribs as it happened before."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This threshold can greatly vary depending on the selection of the seeds, so maybe if we choose other part of the lung, the threshold should change.\n",
    "\n",
    "Let's analyse it, **modifying the values of the seed position** (with the same threshold value)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMAGE upper_part\n",
      "The position of the seed number 0 is 12 12\n",
      "The position of the seed number 1 is 9 47\n",
      "IMAGE middle_part\n",
      "The position of the seed number 0 is 19 16\n",
      "The position of the seed number 1 is 19 39\n",
      "IMAGE lower_part\n",
      "The position of the seed number 0 is 38 10\n",
      "The position of the seed number 1 is 35 52\n"
     ]
    },
    {
     "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": [
    "print(\"IMAGE upper_part\")\n",
    "upper_p_part = RegionGrowingP2(p_image,2,0.38)\n",
    "print(\"IMAGE middle_part\")\n",
    "middle_p_part = RegionGrowingP2(p_image,2,0.38)\n",
    "print(\"IMAGE lower_part\")\n",
    "lower_p_part = RegionGrowingP2(p_image,2,0.38)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'Seed in the lower part of the lungs'),\n",
       " (-0.5, 59.5, 50.5, -0.5))"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15)) \n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(upper_p_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the upper part of the lungs'), plt.axis('off')\n",
    "plt.subplot(132)\n",
    "plt.imshow(middle_p_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the middle part of the lungs'), plt.axis('off')\n",
    "plt.subplot(133)\n",
    "plt.imshow(lower_p_part, cmap=plt.cm.gray)\n",
    "plt.title('Seed in the lower part of the lungs'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Results**\n",
    "\n",
    "In these images, we can observe how sensible the modification of seed is. This is due to the highly similarity in intensity along the image. We have to choose carefully which seed we select as it should be preferably located in a region that is slightly more intense or more characteristic from the region of interest.\n",
    "\n",
    "This is the reason why when we choose the upper and the lower part of the image we cannot get a proper segmentation. But in the middle region, if we select carefully the seeds, we can get good results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As these images are more sensible to changes, we have tried to analyse which thresholds should be chosen depending on the position of the initial seeds but we did not obtain optimal results. If we selected slighltly different seeds, the selection of the threshold acted completely different so it was very difficult to try among different thresholds. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CONCLUSIONS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To conclude, we are going to compare among the different studied scenarios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 1.0, 'SEGMENTED PNEUMONIA IMAGE'), (-0.5, 59.5, 50.5, -0.5))"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7)) \n",
    "\n",
    "plt.subplot(231)\n",
    "plt.imshow(hc_image, cmap=plt.cm.gray)\n",
    "plt.title('HIGH CONTRAST HEALTHY IMAGE'), plt.axis('off')\n",
    "\n",
    "plt.subplot(232)\n",
    "plt.imshow(n_image, cmap=plt.cm.gray)\n",
    "plt.title('HEALTHY IMAGE'), plt.axis('off')\n",
    "\n",
    "plt.subplot(233)\n",
    "plt.imshow(p_image, cmap=plt.cm.gray)\n",
    "plt.title('PNEUMONIA IMAGE'), plt.axis('off')\n",
    "\n",
    "plt.subplot(234)\n",
    "plt.imshow(hc_t2, cmap=plt.cm.gray)\n",
    "plt.title('SEGMENTED HIGH CONTRAST HEALTHY IMAGE'), plt.axis('off')\n",
    "\n",
    "plt.subplot(235)\n",
    "plt.imshow(n_t2, cmap=plt.cm.gray)\n",
    "plt.title('SEGMENTED HEALTHY IMAGE'), plt.axis('off')\n",
    "\n",
    "plt.subplot(236)\n",
    "plt.imshow(p_t2, cmap=plt.cm.gray)\n",
    "plt.title('SEGMENTED PNEUMONIA IMAGE'), plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Firstly, we can appreciate that the best results are obtained with a **threshold value of 0.19 for the first image, 0.27 for the second and 0.35 for the third.** We can see how different the selection of the threshold is due to the different gray distribution inside the image. \n",
    "\n",
    "As the first one, has highly diffences between intensities from different anatomical structures, the region should be narrow to select only the very similar intensities of the region of interest. This condition will change for the other two images. As the second one has similiar intensities along the image, the pixels should be really close to the initial seed to take only the region of interest. Finally, in the third one what probably happens is that as we also have some areas with greater intensities and others with less that belongs to the same anatomical structure, we should increase the gray region in order to take everything we intend to.\n",
    "\n",
    "We could also observe how sensible the selection of the position of the seed is. In the first image, the region of interest has really different intensities from the rest of structures so it is not so important where to locate the seed, but for the other two we will have to be more careful because some pixels could have similar intensities than other parts so it will not discriminate so well. This is even worse, with the image with pneumonia as this condition affects the image to be more smooth and white along all the image.\n",
    "\n",
    "Then, if we want **to get a proper segmentation we will have to consider how the gray intensity is distributed; how different the region of interest and their borders are so we could select an optimal threshold but also place our seed in a good position.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Chapter 4.\n",
    "\n",
    "https://en.wikipedia.org/wiki/Region_growing#The_advantages_and_disadvantages_of_region_growing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Contribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Code has been done by three of us in different periodic meetings in which code has been created, improved, checked and modified. Regarding explanation of code and the creation of notebook Sofia is the person in charge of it."
   ]
  }
 ],
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