vfmatzkin/noises_pneumoniamnist.ipynb

## noises_pneumoniamnist.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## PneumoniaMNIST additive noise exploration\n",
    "\n",
    "In this notebook, we will test some noise configurations for creating a new version of the dataset."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "df370e946abfdeda"
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-01-08T19:29:52.960381871Z",
     "start_time": "2024-01-08T19:29:52.941964343Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "\n",
    "data_root = '/home/fmatzkin/Code/datasets/medmnist/'\n",
    "data = np.load(os.path.join(data_root, 'pneumoniamnist.npz'))"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Normal data"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "f5d9ee09a41e651b"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 8 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "images = data['train_images']\n",
    "labels = data['train_labels']\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "for i in range(8):\n",
    "    plt.subplot(4, 4, i + 1)\n",
    "    plt.imshow(images[i], cmap='gray')\n",
    "    plt.title(f'Label: {labels[i]}')\n",
    "    plt.axis('off')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-08T19:29:53.393644179Z",
     "start_time": "2024-01-08T19:29:52.966581472Z"
    }
   },
   "id": "b04bfb0944bdaf93",
   "execution_count": 28
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Testing Gaussian Filter and Random Noise"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "f64ddb781e986a1a"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 12 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Two noising methods will be used: Gaussian blur and gaussian noise\n",
    "from skimage.filters import gaussian\n",
    "from skimage.util import random_noise\n",
    "\n",
    "# Try in one image:\n",
    "img = images[0]\n",
    "sigmas = [0.05, 0.1, 0.25, 0.5, 1, 2]\n",
    "# variances = [0.005, 0.01, 0.015, 0.02, 0.0225, 0.03]\n",
    "variances = [0.0001, 0.0003, 0.0005, 0.0007, 0.001]\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "for i, sigma in enumerate(sigmas):\n",
    "    plt.subplot(4, 4, i + 1)\n",
    "    plt.imshow(gaussian(img, sigma=sigma), cmap='gray')\n",
    "    plt.title(f'Sigma: {sigma}')\n",
    "    plt.axis('off')\n",
    "    \n",
    "for i, variance in enumerate(variances):\n",
    "    plt.subplot(4, 4, i + 7)\n",
    "    plt.imshow(random_noise(img, var=variance), cmap='gray')\n",
    "    plt.title(f'Variance: {variance}')\n",
    "    plt.axis('off')\n",
    "    \n",
    "plt.subplot(4, 4, 13)\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.title('Original')\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-11T23:32:00.198512024Z",
     "start_time": "2024-01-11T23:31:59.425892461Z"
    }
   },
   "id": "7bb310bc6c0e4504",
   "execution_count": 46
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Saving new version of the dataset"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "732aedc28766d644"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved 0.05\n",
      "Saved 0.1\n",
      "Saved 0.25\n",
      "Saved 0.5\n",
      "Saved 1\n",
      "Saved 2\n",
      "Saved 0.005\n",
      "Saved 0.01\n",
      "Saved 0.015\n",
      "Saved 0.02\n",
      "Saved 0.0225\n",
      "Saved 0.03\n"
     ]
    }
   ],
   "source": [
    "# Using the same sigmas and variances, generate and save the new versions of the dataset\n",
    "for sigma in sigmas:\n",
    "    new_data = {\n",
    "        'train_images': gaussian(data['train_images'], sigma=sigma), \n",
    "        'train_labels': data['train_labels'],\n",
    "        'val_images': gaussian(data['val_images'], sigma=sigma),\n",
    "        'val_labels': data['val_labels'],\n",
    "        'test_images': gaussian(data['test_images'], sigma=sigma),\n",
    "        'test_labels': data['test_labels']\n",
    "    }\n",
    "    np.savez_compressed(os.path.join(data_root, f'pneumoniamnist_gaussian_{sigma}.npz'), **new_data)\n",
    "    print(f'Saved gaussian blur with sigma={sigma}')\n",
    "    \n",
    "    \n",
    "for variance in variances:\n",
    "    new_data = {\n",
    "        'train_images': random_noise(data['train_images'], var=variance), \n",
    "        'train_labels': data['train_labels'],\n",
    "        'val_images': random_noise(data['val_images'], var=variance),\n",
    "        'val_labels': data['val_labels'],\n",
    "        'test_images': random_noise(data['test_images'], var=variance),\n",
    "        'test_labels': data['test_labels']\n",
    "    }\n",
    "    np.savez_compressed(os.path.join(data_root, f'pneumoniamnist_noise_{variance}.npz'), **new_data)\n",
    "    print(f'Saved random_noise with variance={variance}')\n",
    "    "
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-08T19:30:17.814482860Z",
     "start_time": "2024-01-08T19:29:54.109758061Z"
    }
   },
   "id": "c7da309737c0021e",
   "execution_count": 30
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_gaussian_0.05.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_noise_0.0225.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_gaussian_2.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_gaussian_1.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_noise_0.02.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_noise_0.005.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_noise_0.015.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_noise_0.03.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_noise_0.01.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_gaussian_0.25.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_gaussian_0.5.npz', '/home/fmatzkin/Code/datasets/medmnist/pneumoniamnist_gaussian_0.1.npz']\n"
     ]
    }
   ],
   "source": [
    "# list generated files\n",
    "import glob\n",
    "files = glob.glob(os.path.join(data_root, 'pneumoniamnist_*.npz'))  \n",
    "print(files)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-08T19:30:17.820750342Z",
     "start_time": "2024-01-08T19:30:17.814261579Z"
    }
   },
   "id": "4bfc1768e6239b2b",
   "execution_count": 31
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 4 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Explore the new datasets and show 2 images from each class\n",
    "for file in files:\n",
    "    data = np.load(file)\n",
    "    images = data['train_images']\n",
    "    labels = data['train_labels']\n",
    "\n",
    "    unique_classes = np.unique(labels)\n",
    "    plt.figure(figsize=(10, 10))\n",
    "\n",
    "    subplot_index = 1\n",
    "    for unique_class in unique_classes:\n",
    "        class_indices = np.where(labels == unique_class)[0][:2]  # Get indices of first 2 images of this class\n",
    "        for index in class_indices:\n",
    "            plt.subplot(len(unique_classes), 2, subplot_index)\n",
    "            plt.imshow(images[index], cmap='gray')\n",
    "            plt.title(f'Label: {labels[index]}')\n",
    "            plt.axis('off')\n",
    "            subplot_index += 1\n",
    "        plt.suptitle(file)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-10T11:55:27.654230291Z",
     "start_time": "2024-01-10T11:55:21.967980191Z"
    }
   },
   "id": "1a5598b2ef31bc18",
   "execution_count": 34
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}