[dd6877]: / notebooks / Loading Dataset.ipynb

Download this file

179 lines (178 with data), 127.2 kB

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Dataset\n",
    "\n",
    "A `Dataset` in MediAug is a class to manage image and mask datasets. There are several usefull operations like seeing the classes and size. Most importantly this can be used in `Pipelines` for creating synthetic datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mediaug.dataset import Dataset\n",
    "from mediaug.visulize import plot_img_and_mask "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the Dataset\n",
    "\n",
    "Internally a `Dataset` is just a directory with a special structure. This\n",
    "is\n",
    "\n",
    "```\n",
    "cells/\n",
    "  image/\n",
    "    class1/\n",
    "      img1.png\n",
    "      img2.png\n",
    "      ...\n",
    "     class1/\n",
    "      img1.png\n",
    "      img2.png\n",
    "      ...\n",
    "  mask/\n",
    "    class1/\n",
    "      img1.png\n",
    "      img2.png\n",
    "      ...\n",
    "     class1/\n",
    "      img1.png\n",
    "      img2.png\n",
    "      ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cells = Dataset('/Users/sean/projects/cancerDetection/data/cells')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of cells: 4049\n"
     ]
    }
   ],
   "source": [
    "print('Number of cells:', cells.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cell Types: ['metaplastic', 'dyskeratotic', 'koilocytotic', 'superficial-intermediate', 'parabasal']\n"
     ]
    }
   ],
   "source": [
    "print('Cell Types:', cells.classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get a Random Sample from the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = cells.random_sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plot_img_and_mask(x.img, x.mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Other Operations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explore some of the other operations in the documentation. This includes usefull things like returning the array of all the data in the data. This is in the same format as tools like Keras and Tensorflow take."
   ]
  }
 ],
 "metadata": {
  "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}