1_making_of_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "!curl http://images.cocodataset.org/annotations/annotations_trainval2017.zip --output data/annotations.zip\n",
    "!tar -xf data/annotations.zip -C data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "!curl http://images.cocodataset.org/zips/train2017.zip --output data/train_images.zip\n",
    "!tar -xf data/train_images.zip -C data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!curl http://images.cocodataset.org/zips/val2017.zip --output data/val_images.zip \n",
    "!tar -xf data/val_images.zip -C data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install matplotlib\n",
    "%pip install pycocotools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from modules.coco import COCO\n",
    "from modules.coco_labels_paper import labels as coco_labels\n",
    "import cv2\n",
    "import os\n",
    "import time\n",
    "import random\n",
    "from itertools import cycle\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_ANNOTATIONS = 'data/annotations/instances_train2017.json'\n",
    "TRAIN_IMAGES = 'data/train2017'\n",
    "TRAIN_OUTPUT_DIR = 'data/train'\n",
    "VAL_ANNOTATIONS = 'data/annotations/instances_val2017.json'\n",
    "VAL_IMAGES = 'data/val2017'\n",
    "VAL_OUTPUT_DIR = 'data/validation'\n",
    "\n",
    "TRANSFER_IMAGES = 'data/transfer'\n",
    "TRANSFER_TRAIN_OUT = 'data/transfer_train'\n",
    "TRANSFER_VAL_OUT = 'data/transfer_val'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rescale(cvimg):\n",
    "    newimg = cv2.resize(cvimg, (224, 224))\n",
    "    return newimg\n",
    "\n",
    "\n",
    "def crop(cvimg, ann):\n",
    "    bbox = ann['bbox']\n",
    "    left = int(bbox[0])\n",
    "    right = int(bbox[0]+bbox[2])\n",
    "    top = int(bbox[1])\n",
    "    bottom = int(bbox[1]+bbox[3])\n",
    "    newimg = cvimg[top:bottom, left:right]\n",
    "    return newimg\n",
    "\n",
    "\n",
    "def augment(cvimg):\n",
    "    newimg = cvimg\n",
    "    (r, g, b) = cv2.split(newimg)\n",
    "    r = r*random.uniform(0.8, 1.2)\n",
    "    g = g*random.uniform(0.8, 1.2)\n",
    "    b = b*random.uniform(0.8, 1.2)\n",
    "    newimg = cv2.merge([r,g,b])\n",
    "    return newimg\n",
    "\n",
    "\n",
    "def ts():\n",
    "    return str(int(round(time.time() * 1000)))\n",
    "\n",
    "\n",
    "def generate_dataset(anns_path: str, imgs_path: str, output_dir: str, augment: bool) -> None:\n",
    "    c = COCO(anns_path)\n",
    "    print(c)\n",
    "\n",
    "    amounts = [len(c.getAnnIds(catIds=[i+1])) for i in range(len(coco_labels))]\n",
    "    print(amounts)\n",
    "\n",
    "\n",
    "    if not os.path.exists(output_dir):\n",
    "        os.mkdir(output_dir)\n",
    "\n",
    "        for cn in coco_labels:\n",
    "            os.mkdir(f\"{output_dir}/{cn}\")\n",
    "\n",
    "        for i, val in enumerate(c.anns):\n",
    "            ann = c.anns[val]\n",
    "            print(f'{i} : {len(c.anns)}')\n",
    "\n",
    "            class_name = coco_labels[ann['category_id']-1].strip()\n",
    "            img = c.loadImgs(ann['image_id'])\n",
    "            file_name = img[0]['file_name']\n",
    "\n",
    "            cvimg = cv2.imread(os.path.join(imgs_path, file_name))\n",
    "            cvimg = crop(cvimg, ann)\n",
    "\n",
    "            if cvimg.shape[0] <= 1 or cvimg.shape[1] <= 1:\n",
    "                continue\n",
    "\n",
    "            cv2.imwrite(\"{3}/{0}/{2}{1}\".format(class_name, file_name,\n",
    "                                                ts(), output_dir), cvimg)\n",
    "\n",
    "    if not augment:\n",
    "        return\n",
    "\n",
    "    max_amount = max(len(os.listdir(\"{1}/{0}\".format(c, output_dir))) for c in os.listdir(output_dir))\n",
    "    print(max_amount)\n",
    "\n",
    "    for folder in os.listdir(output_dir):\n",
    "        print(folder)\n",
    "        class_amount = len(os.listdir(f'{output_dir}/{folder}'))\n",
    "\n",
    "        if class_amount == 0:\n",
    "            continue\n",
    "\n",
    "        diff = abs(max_amount - class_amount)\n",
    "\n",
    "        generated = 0\n",
    "        gen_cycle = cycle(os.listdir(f'{output_dir}/{folder}'))\n",
    "\n",
    "        while True:\n",
    "            f = next(gen_cycle)\n",
    "            cvimg = cv2.imread(f'{output_dir}/{folder}/{f}')\n",
    "            cvimg = augment(cvimg)\n",
    "            cv2.imwrite(f'{output_dir}/{folder}/{ts()}{f}', cvimg)\n",
    "            generated += 1\n",
    "            print(f'Generated {generated} for class {folder}')\n",
    "            if generated >= diff:\n",
    "                break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "generate_dataset(TRAIN_ANNOTATIONS, TRAIN_IMAGES, TRAIN_OUTPUT_DIR, False)\n",
    "generate_dataset(VAL_ANNOTATIONS, VAL_IMAGES, VAL_OUTPUT_DIR, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
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     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
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",
      "text/plain": [
       "<Figure size 3000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as plt\n",
    "import numpy as np\n",
    "\n",
    "amounts = []\n",
    "for c in os.listdir(\"data/train\"):\n",
    "    amounts.append((c, len(os.listdir(\"data/train/{0}\".format(c)))))\n",
    "\n",
    "amounts = np.array(amounts)\n",
    "plt.rcParams.update({'font.size': 170})\n",
    "fig = plt.pyplot.figure(figsize=(300,80), dpi=10)\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "ax.bar(amounts[:,0], np.asarray(amounts[:,1],dtype=int))\n",
    "\n",
    "plt.pyplot.yscale(\"log\")\n",
    "plt.pyplot.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtered: 593867 images\n"
     ]
    }
   ],
   "source": [
    "removecount = 0\n",
    "\n",
    "for c in os.listdir(\"data/train\"):\n",
    "    for file in os.listdir(f\"data/train/{c}\"):\n",
    "        filepath = f\"data/train/{c}/{file}\"\n",
    "        cvimg = cv2.imread(filepath)\n",
    "        \n",
    "        if cvimg.shape[0] < 80 or cvimg.shape[1] < 80:\n",
    "            os.remove(filepath)\n",
    "            removecount += 1\n",
    "\n",
    "print(f\"filtered: {removecount} images\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "removecount = 0\n",
    "\n",
    "for c in os.listdir(\"data/validation\"):\n",
    "    for file in os.listdir(f\"data/validation/{c}\"):\n",
    "        filepath = f\"data/validation/{c}/{file}\"\n",
    "        cvimg = cv2.imread(filepath)\n",
    "        \n",
    "        if cvimg.shape[0] < 80 or cvimg.shape[1] < 80:\n",
    "            os.remove(filepath)\n",
    "            removecount += 1\n",
    "\n",
    "print(f\"filtered: {removecount} images\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "91\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2964c11d7c0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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AAAAAAABc7P8D7M8Z99R+nCgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 3000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as plt\n",
    "import numpy as np\n",
    "\n",
    "classes = []\n",
    "parsed_amounts = []\n",
    "for c in os.listdir(\"data/train\"):\n",
    "    classes.append(c)\n",
    "    parsed_amounts.append((c, len(os.listdir(\"data/train/{0}\".format(c)))))\n",
    "\n",
    "print(len(classes))\n",
    "parsed_amounts = np.array(parsed_amounts)\n",
    "plt.rcParams.update({'font.size': 250})\n",
    "fig = plt.pyplot.figure(figsize=(300,80), dpi=10)\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "\n",
    "x_axis = np.arange(40)\n",
    "\n",
    "tuplez = list(zip(amounts, parsed_amounts))\n",
    "\n",
    "ax.bar(x_axis+0, width=0.5, height=np.asarray(amounts[:40,1],dtype=int), label=\"unfiltered data\")\n",
    "ax.bar(x_axis+0.0001, width=0.5, height=np.asarray(parsed_amounts[:40,1],dtype=int), label=\"resolution filtered data\")\n",
    "\n",
    "plt.pyplot.yscale(\"log\")\n",
    "plt.pyplot.xticks(rotation=90)\n",
    "plt.pyplot.xticks(x_axis, classes[:40])\n",
    "plt.pyplot.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ts():\n",
    "    return str(int(round(time.time() * 1000)))\n",
    "\n",
    "if os.path.exists(TRANSFER_IMAGES):\n",
    "    newclasses = os.listdir(TRANSFER_IMAGES)\n",
    "    print(newclasses)\n",
    "\n",
    "    os.mkdir(f\"{TRANSFER_TRAIN_OUT}\")\n",
    "    os.mkdir(f\"{TRANSFER_VAL_OUT}\")\n",
    "    for cn in newclasses:\n",
    "        os.mkdir(f\"{TRANSFER_TRAIN_OUT}/{cn}\")\n",
    "        os.mkdir(f\"{TRANSFER_VAL_OUT}/{cn}\")\n",
    "\n",
    "    for i, val in enumerate(newclasses):\n",
    "        files = os.listdir(f\"{TRANSFER_IMAGES}/{val}\")\n",
    "        split = int(len(files)*0.8)\n",
    "\n",
    "        for i2, val2 in enumerate(files):\n",
    "            print(os.path.join(TRANSFER_IMAGES, val2))\n",
    "            cvimg = cv2.imread(os.path.join(TRANSFER_IMAGES, val, val2))\n",
    "\n",
    "            height, width, channel = cvimg.shape\n",
    "\n",
    "            if height > width:\n",
    "                cvimg = cv2.resize(cvimg, (int(224*(width/height)), 224))\n",
    "            elif width > height:\n",
    "                cvimg = cv2.resize(cvimg, (224, int(224*(height/width))))\n",
    "\n",
    "            height, width, channel = cvimg.shape\n",
    "            height_delta = max(224 - height, 0)\n",
    "            width_delta = max(224 - width, 0)\n",
    "\n",
    "            if height_delta > 0 or width_delta > 0:\n",
    "                cvimg = cv2.copyMakeBorder(cvimg, int(height_delta/2), int(height_delta/2), int(width_delta/2), int(width_delta/2), cv2.BORDER_REPLICATE)\n",
    "                \n",
    "            cv2.imwrite(f\"{TRANSFER_TRAIN_OUT if i2 < split else TRANSFER_VAL_OUT}/{val}/{ts()}.jpg\", cvimg)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#initial training labels\n",
    "f = open('modules/coco_final_labels.py', \"w\")\n",
    "f.write(\"labels = [\\n\")\n",
    "for folder in os.listdir(TRAIN_OUTPUT_DIR):\n",
    "    class_amount = len(os.listdir(f'{TRAIN_OUTPUT_DIR}/{folder}'))\n",
    "    if class_amount > 0:\n",
    "        f.write(f'\"{folder}\",\\n')\n",
    "f.write(\"]\")  \n",
    "\n",
    "#transfer training labels\n",
    "f = open('modules/coco_final_labels_transfer.py', \"w\")\n",
    "f.write(\"labels = [\\n\")\n",
    "for folder in os.listdir(TRAIN_OUTPUT_DIR):\n",
    "    class_amount = len(os.listdir(f'{TRAIN_OUTPUT_DIR}/{folder}'))\n",
    "    if class_amount > 0:\n",
    "        f.write(f'\"{folder}\",\\n')\n",
    "for folder in os.listdir(TRANSFER_IMAGES):\n",
    "    class_amount = len(os.listdir(f'{TRANSFER_IMAGES}/{folder}'))\n",
    "    if class_amount > 0:\n",
    "        f.write(f'\"{folder}\",\\n')\n",
    "f.write(\"]\") \n",
    "\n",
    "f.close()"
   ]
  }
 ],
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