{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image, ImageOps\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import numpy as np\n",
    "from scipy.io import loadmat\n",
    "data = loadmat('./SUNRGBDMeta2DBB_v2.mat')['SUNRGBDMeta2DBB'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = data[1] # (parent directory of image/depth files, path to original image file, path to original depth file, image filname, depth filename, dataset split)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "parent = sample[0][0].replace('SUNRGBD/', './')\n",
    "\n",
    "rgb = parent + '/image/' + sample[5][0]\n",
    "d = parent + '/depth/' + sample[4][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "boxes = sample[1][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "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"
    }
   ],
   "source": [
    "arr = np.asarray(Image.open(rgb))\n",
    "fig,ax = plt.subplots(1)\n",
    "ax.imshow(arr)\n",
    "\n",
    "for box in boxes:\n",
    "    _, box, name, _ = box\n",
    "    box = box[0]\n",
    "    rect = patches.Rectangle((int(box[0]), int(box[1])), int(box[2]), int(box[3]), linewidth=1,edgecolor='r',facecolor='none')\n",
    "    ax.add_patch(rect)\n",
    "    \n",
    "    ax.text(box[0], box[1],\n",
    "        ': '.join(name),\n",
    "        style='italic',\n",
    "        bbox={'facecolor': 'white', 'alpha': 0.7, 'pad': 10})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "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"
    }
   ],
   "source": [
    "arr = np.asarray(Image.open(d))\n",
    "fig,ax = plt.subplots(1)\n",
    "ax.imshow(arr)\n",
    "\n",
    "for box in boxes:\n",
    "    _, box, name, _ = box\n",
    "    box = box[0]\n",
    "    rect = patches.Rectangle((int(box[0]), int(box[1])), int(box[2]), int(box[3]), linewidth=1,edgecolor='r',facecolor='none')\n",
    "    ax.add_patch(rect)\n",
    "    \n",
    "    ax.text(box[0], box[1],\n",
    "        ': '.join(name),\n",
    "        style='italic',\n",
    "        bbox={'facecolor': 'white', 'alpha': 0.7, 'pad': 10})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
