DIGITS-CNN/cars/data-aug-investigations/data-aug.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "3c568ab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig_dpi = 200"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ecc547f",
   "metadata": {},
   "source": [
    "# Rotations\n",
    "\n",
    "80/10/10 Split, 30 epochs\n",
    "\n",
    "Expansion Factor: 2\n",
    "\n",
    "## Index\n",
    "0. degrees\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "1b2471d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_res = [20.88, 48.24, 3.34, 25.25]\n",
    "\n",
    "flipped_res = [44.84, 72.45, 2.84, 49.02]\n",
    "flipped_batch256_res = [31.5, 60.59, 3.44, 36.33]\n",
    "\n",
    "# default batch size (128)\n",
    "rot_results = np.array([\n",
    "    [1, 44.6, 71.34, 2.84, 48.71],\n",
    "    [5, 46.45, 73.5, 2.85, 47.61],\n",
    "    [10, 45.71, 72.64, 2.93, 45.89],\n",
    "    [20, 42.12, 70.41, 2.95, 40.99],\n",
    "    [30, 28.17, 56.52, 3.44, 30.58],\n",
    "    [40, 25.08, 51.33, 3.46, 28.37]\n",
    "])\n",
    "\n",
    "rot_batch256_results = np.array([\n",
    "    [1, 34.22, 62.08, 3.45, 38.23],\n",
    "    [5, 32.43, 60.90, 3.35, 34.77],\n",
    "    [10, 30.27, 58.62, 3.47, 30.86],\n",
    "    [20, 26.87, 53.80, 3.36, 28.96],\n",
    "    [30, 18.47, 41.2, 3.79, 21.82],\n",
    "    [40, 15.19, 37.37, 3.87, 18.19],\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c664a31c",
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   "outputs": [
    {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(10, 80)\n",
    "\n",
    "plt.title('Accuracy for Rotated Training Data')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Degrees Rotation')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('rot-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "1d3ecda0",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(10, 80)\n",
    "\n",
    "plt.title('Accuracy for Rotated Training Data')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Degrees Rotation')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('rot-accuracy-256batch.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c75a7fcb",
   "metadata": {},
   "source": [
    "# All\n",
    "\n",
    "Flip, rotate both ways, flip both rotations\n",
    "\n",
    "Expansion Factor: 6\n",
    "\n",
    "## Index\n",
    "0. degrees\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "dd63f155",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_results = np.array([\n",
    "    [5, 53.24, 79.49, 2.69, 55.64]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3d6e9057",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "best_results = [standard_res, flipped_res]\n",
    "best_labels = ['Unaugmented\\nE: 1', 'Flipped\\nE: 2']\n",
    "\n",
    "# Clockwise Rotation\n",
    "b_clock = rot_results[np.argmax(rot_results[:, 1])]\n",
    "best_results.append(b_clock[1:])\n",
    "best_labels.append(f'Clockwise {b_clock[0]}°\\nE: 2')\n",
    "\n",
    "best_results.append(all_results[0, 1:])\n",
    "best_labels.append(f'All {all_results[0, 0]}°\\nE: 6')\n",
    "\n",
    "best_results = best_results[::-1]\n",
    "best_labels = best_labels[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(best_labels)), [i[0] for i in best_results], tick_label=best_labels, label='Top-1')\n",
    "plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Accuracy for Data Augmentations')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Data Augmentation Methods')\n",
    "\n",
    "plt.xlim(0, 85)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "bcdf6d2a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "best_results_256 = [standard_res, flipped_batch256_res]\n",
    "best_labels_256 = ['Unaugmented\\nE: 1', 'Flipped\\nE: 2']\n",
    "\n",
    "# Clockwise Rotation\n",
    "b_clock_256 = rot_batch256_results[np.argmax(rot_batch256_results[:, 1])]\n",
    "best_results_256.append(b_clock_256[1:])\n",
    "best_labels_256.append(f'Clockwise {b_clock_256[0]}°\\nE: 2')\n",
    "\n",
    "# best_results_256.append(all_results[0, 1:])\n",
    "# best_labels_256.append(f'All {all_results[0, 0]}°\\nE: 6')\n",
    "\n",
    "best_results_256 = best_results_256[::-1]\n",
    "best_labels_256 = best_labels_256[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(best_labels_256)), [i[0] for i in best_results_256], tick_label=best_labels_256, label='Top-1')\n",
    "plt.barh(range(len(best_labels_256)), [i[1] - i[0] for i in best_results_256], tick_label=best_labels_256, label='Top-5', left=[i[0] for i in best_results_256])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Accuracy for Data Augmentations')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Data Augmentation Methods')\n",
    "\n",
    "plt.xlim(0, 85)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh-256batch.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
   "display_name": "Python 3.9.3  ('.venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}