vocimgs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup\n",
    "import voc_utils\n",
    "from more_itertools import unique_everseen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "root_dir = '/Users/mprat/personal/VOCdevkit/VOC2012/'\n",
    "img_dir = os.path.join(root_dir, 'JPEGImages')\n",
    "ann_dir = os.path.join(root_dir, 'Annotations')\n",
    "set_dir = os.path.join(root_dir, 'ImageSets', 'Main')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car', 'cat', 'chair', 'cow', 'diningtable', 'dog', 'horse', 'motorbike', 'person', 'pottedplant', 'sheep', 'sofa', 'train', 'trainval', 'tvmonitor', 'val']\n"
     ]
    }
   ],
   "source": [
    "# list image sets\n",
    "all_files = !ls {set_dir}\n",
    "image_sets = sorted(list(set([filename.replace('.txt', '').strip().split('_')[0] for filename in all_files])))\n",
    "print image_sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# category name is from above, dataset is either \"train\" or\n",
    "# \"val\" or \"train_val\"\n",
    "def imgs_from_category(cat_name, dataset):\n",
    "    filename = os.path.join(set_dir, cat_name + \"_\" + dataset + \".txt\")\n",
    "    df = pd.read_csv(\n",
    "        filename,\n",
    "        delim_whitespace=True,\n",
    "        header=None,\n",
    "        names=['filename', 'true'])\n",
    "    return df\n",
    "\n",
    "def imgs_from_category_as_list(cat_name, dataset):\n",
    "    df = imgs_from_category(cat_name, dataset)\n",
    "    df = df[df['true'] == 1]\n",
    "    return df['filename'].values\n",
    "\n",
    "def annotation_file_from_img(img_name):\n",
    "    return os.path.join(ann_dir, img_name) + '.xml'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# annotation operations\n",
    "def load_annotation(img_filename):\n",
    "    xml = \"\"\n",
    "    with open(annotation_file_from_img(img_filename)) as f:\n",
    "        xml = f.readlines()\n",
    "    xml = ''.join([line.strip('\\t') for line in xml])\n",
    "    return BeautifulSoup(xml)\n",
    "\n",
    "def get_all_obj_and_box(objname, img_set):\n",
    "    img_list = imgs_from_category_as_list(objname, img_set)\n",
    "    \n",
    "    for img in img_list:\n",
    "        annotation = load_annotation(img)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# image operations\n",
    "def load_img(img_filename):\n",
    "    return io.load_image(os.path.join(img_dir, img_filename + '.jpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "train_img_list = imgs_from_category_as_list('bicycle', 'train')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "a = load_annotation(train_img_list[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def load_train_data(category):\n",
    "    to_find = category\n",
    "    train_filename = '/Users/mprat/personal/VOCdevkit/VOC2012/csvs/train_' + category + '.csv'\n",
    "    if os.path.isfile(train_filename):\n",
    "        return pd.read_csv(train_filename)\n",
    "    else:\n",
    "        train_img_list = imgs_from_category_as_list(to_find, 'train')\n",
    "        data = []\n",
    "        for item in train_img_list:\n",
    "            anno = load_annotation(item)\n",
    "            objs = anno.findAll('object')\n",
    "            for obj in objs:\n",
    "                obj_names = obj.findChildren('name')\n",
    "                for name_tag in obj_names:\n",
    "                    if str(name_tag.contents[0]) == 'bicycle':\n",
    "                        fname = anno.findChild('filename').contents[0]\n",
    "                        bbox = obj.findChildren('bndbox')[0]\n",
    "                        xmin = int(bbox.findChildren('xmin')[0].contents[0])\n",
    "                        ymin = int(bbox.findChildren('ymin')[0].contents[0])\n",
    "                        xmax = int(bbox.findChildren('xmax')[0].contents[0])\n",
    "                        ymax = int(bbox.findChildren('ymax')[0].contents[0])\n",
    "                        data.append([fname, xmin, ymin, xmax, ymax])\n",
    "        df = pd.DataFrame(data, columns=['fname', 'xmin', 'ymin', 'xmax', 'ymax'])\n",
    "        df.to_csv(train_filename, index=False)\n",
    "        return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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'/Users/mprat/personal/VOCdevkit/VOC2012/JPEGImages2011_003063.jpg', '/Users/mprat/personal/VOCdevkit/VOC2012/JPEGImages2011_003148.jpg']\n"
     ]
    }
   ],
   "source": [
    "df = load_train_data('bicycle')\n",
    "print list(unique_everseen(list(voc_utils.img_dir + df['fname'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for cat in image_sets:\n",
    "    if cat != 'train' and cat != 'val' and cat != 'trainval':\n",
    "        load_train_data(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "364  2011_001937.jpg    63   166   102   227\n",
      "365  2011_001937.jpg    60   181   111   258\n",
      "366  2011_001949.jpg     1   237    35   264\n",
      "367  2011_001987.jpg   220   194   352   276\n",
      "368  2011_002006.jpg    69   169   407   375\n",
      "369  2011_002049.jpg   143   338   294   441\n",
      "370  2011_002049.jpg   101   383   215   424\n",
      "371  2011_002111.jpg    53   103   289   319\n",
      "372  2011_002111.jpg   304    51   338   111\n",
      "373  2011_002113.jpg     1   208   456   375\n",
      "374  2011_002135.jpg    35   274   466   500\n",
      "375  2011_002135.jpg   161     1   253    41\n",
      "376  2011_002281.jpg   298   218   432   434\n",
      "377  2011_002388.jpg   353   109   456   230\n",
      "378  2011_002455.jpg    45   216   187   486\n",
      "379  2011_002543.jpg   180   147   304   255\n",
      "380  2011_002585.jpg    88    53   193   160\n",
      "381  2011_002656.jpg   347   162   448   272\n",
      "382  2011_002656.jpg   368   173   448   284\n",
      "383  2011_002657.jpg    74   152   386   339\n",
      "384  2011_002811.jpg    53   152   257   431\n",
      "385  2011_002913.jpg    18     1   368   333\n",
      "386  2011_002958.jpg    43    87   133   279\n",
      "387  2011_003054.jpg   462   257   500   314\n",
      "388  2011_003054.jpg   256   271   279   300\n",
      "389  2011_003054.jpg   410   262   429   295\n",
      "390  2011_003063.jpg     1     1   149   181\n",
      "391  2011_003148.jpg   112    16   403   343\n",
      "392  2011_003148.jpg   368     1   452    32\n",
      "\n",
      "[393 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "df = load_train_data('bicycle')\n",
    "for row_num, entry in df.iterrows():\n",
    "    print entry\n",
    "print df"
   ]
  }
 ],
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