ni-mvi_1_dataloader.ipynb 107 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from core import datasets\n",
    "from core.utils import visualization\n",
    "\n",
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 14,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "d = datasets.SRDataset(dir_hr='data/datasets/DIV2K/train_HR_480/', dir_lr='data/datasets/DIV2K/train_LR_120_unknown/', crop=(128, 128))\n",
    "# d = datasets.SRDataset(dir_hr='data/datasets/DIV2K/valid_HR_1000/', dir_lr='data/datasets/DIV2K/valid_LR_250_unknown/')"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 15,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "<matplotlib.image.AxesImage at 0x7f8679597a90>"
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      ]
     },
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     "execution_count": 15,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Matej Choma's avatar
Matej Choma committed
54
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "i, o = d[19]\n",
    "\n",
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    "visualization.show(i)\n",
    "visualization.show(o)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from pathlib import Path\n",
    "from PIL import Image\n",
    "\n",
    "from tqdm import tqdm\n",
    "\n",
    "from functools import partial\n",
    "from multiprocessing import Pool\n",
    "\n",
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    "def _crop_one(fimg, out_f=None, size=None, stride=None, check_black=False):\n",
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    "    img = np.array(Image.open(fimg).convert('RGB'))\n",
    "\n",
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    "    out_counter = -1\n",
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    "\n",
    "    for h in range(0, img.shape[0], stride):\n",
    "        for w in range(0, img.shape[1], stride):\n",
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    "            out_counter += 1\n",
    "            \n",
    "            # check if full image\n",
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    "            if h+size >= img.shape[0] or w+size >= img.shape[1]: continue\n",
    "            \n",
    "            cut = img[h:h+size, w:w+size]\n",
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    "            \n",
    "            # check if not zeros\n",
    "            if check_black and np.count_nonzero(cut.sum(axis=2)) < 0.3*size**2: continue\n",
    "            \n",
    "            Image.fromarray(cut).save(out_f / (str(fimg.stem) + '_' + str(out_counter).zfill(5) + '.png'))\n",
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    "\n",
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    "def crop_folder(in_f, out_f, size, stride, check_black=False):\n",
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    "    in_f = Path(in_f)\n",
    "    out_f = Path(out_f)\n",
    "    \n",
    "    images = sorted(in_f.glob('*.png'))\n",
    "    \n",
    "    with Pool(8) as pool:\n",
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    "        res = list(tqdm(pool.imap(partial(_crop_one, **{'out_f': out_f, 'size': size, 'stride': stride, 'check_black': check_black}), images), total=len(images)))\n",
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    "        \n",
    "                \n",
    "def crop_center_folder(in_f, out_f, size):\n",
    "    in_f = Path(in_f)\n",
    "    out_f = Path(out_f)\n",
    "    \n",
    "    images = sorted(in_f.glob('*.png'))\n",
    "\n",
    "    for out_counter, fimg in enumerate(tqdm(images)):\n",
    "        img = np.array(Image.open(fimg).convert('RGB'))\n",
    "        \n",
    "        h = (img.shape[0] - size)//2\n",
    "        w = (img.shape[1] - size)//2\n",
    "        \n",
    "        if h+size >= img.shape[0] or w+size >= img.shape[1]: continue\n",
    "        \n",
    "        cut = img[h:h+size, w:w+size]\n",
    "\n",
    "        Image.fromarray(cut).save(out_f / f'{out_counter}.png'.zfill(9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
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   "metadata": {},
   "outputs": [
    {
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 800/800 [03:46<00:00,  3.53it/s]\n"
     ]
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    }
   ],
   "source": [
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    "crop_folder('data/datasets/DIV2K/DIV2K_train_HR/', 'data/datasets/DIV2K/train_HR_480/', 480, 240)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
   "outputs": [
    {
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     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100%|██████████| 800/800 [00:10<00:00, 76.99it/s]\n"
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     ]
    }
   ],
   "source": [
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    "crop_folder('data/datasets/DIV2K/DIV2K_train_LR_bicubic/X4/', 'data/datasets/DIV2K/train_LR_120_bicubic/', 120, 60)"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:32<00:00,  3.06it/s]\n"
     ]
    }
   ],
   "source": [
    "crop_center_folder('data/datasets/DIV2K/DIV2K_valid_HR/', 'data/datasets/DIV2K/valid_HR_1000/', 1000)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100%|██████████| 100/100 [00:01<00:00, 54.41it/s]\n"
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     ]
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    }
   ],
   "source": [
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    "crop_center_folder('data/datasets/DIV2K/DIV2K_valid_LR_bicubic/X4/', 'data/datasets/DIV2K/valid_LR_250_bicubic/', 250)"
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   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 684/684 [00:03<00:00, 175.14it/s]\n"
     ]
    }
   ],
   "source": [
    "crop_folder('data/datasets/rain/train_HR/', 'data/datasets/rain/train_128_HR/', 128, 128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 684/684 [00:00<00:00, 1457.04it/s]\n"
     ]
    }
   ],
   "source": [
    "crop_folder('data/datasets/rain/train_LR/', 'data/datasets/rain/train_32_LR/', 32, 32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "from pathlib import Path\n",
    "hr = [Path(_).stem for _ in sorted(glob.glob('data/datasets/rain/train_128_HR/*.png'))]\n",
    "lr = [Path(_).stem for _ in sorted(glob.glob('data/datasets/rain/train_32_LR/*.png'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_del = list(set(lr).difference(set(hr)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "for f in to_del:\n",
    "    os.remove('data/datasets/rain/train_32_LR/' + f + '.png')"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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   "display_name": "Python fitmvi",
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   "language": "python",
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   "name": "fitmvi"
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  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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   "version": "3.8.5"
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  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}