Data_Preparation.ipynb

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    "colab": {
      "name": "Data_Preparation.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CY5GpG0FowWA"
      },
      "source": [
        "### Installation of cartoon component library"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CF21ks2Fovww"
      },
      "source": [
        "!git clone https://github.com/tochikuji/Cartoon-Texture-Decomposition\n",
        "%cd /content/Cartoon-Texture-Decomposition\n",
        "!pip install ."
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xr1MjNMFGjwi"
      },
      "source": [
        "### Extraction of Cartoon Components"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n4VQivs5Gbyc"
      },
      "source": [
        "import glob\n",
        "import os\n",
        "import numpy\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from cartex import CartoonTextureDecomposition\n",
        "from PIL import Image  \n",
        "import PIL\n",
        "# Print png images in folder C:\\Users\\admin\\\n",
        "folder_name = \"more_texture/\"\n",
        "Source_folder_name = \"/content/drive/MyDrive/LatentImages/more_textures/\"\n",
        "dest_folder_name = \"/content/drive/MyDrive/LatentImages/cartoon-component/\"+folder_name\n",
        "if not os.path.exists(dest_folder_name):\n",
        "    os.makedirs(dest_folder_name)\n",
        "for filepath in glob.iglob(r''+Source_folder_name+'*.*'):\n",
        "    print(filepath)\n",
        "    filename = filepath#'/content/Cartoon-Texture-Decomposition/examples/docimg.jpg'\n",
        "    # Grayscale images\n",
        "    img = cv2.imread(filename, 0)\n",
        "    # create decomposer object\n",
        "    obj = CartoonTextureDecomposition(sigma=2, ksize=7, n_iter=5)\n",
        "    # decompose into cartoon and texture components\n",
        "    cartoon, texture = obj.decompose(img)\n",
        "    # colored ones\n",
        "    img_color = cv2.imread(filename)\n",
        "    cartoon_color, texture_color = obj.decompose(img_color)\n",
        "    mlp = lambda x: cv2.cvtColor(x, cv2.COLOR_BGR2RGB)\n",
        "    # save a image using extension \n",
        "    plt.imsave(dest_folder_name+os.path.basename(filepath), cartoon, cmap='gray')\n",
        "\n",
        "\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ulj0NrVAGttP"
      },
      "source": [
        "### Generation of Synthetic data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PwmFes6lG2Rg"
      },
      "source": [
        "import glob\n",
        "import os\n",
        "import numpy\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "import re\n",
        "from cartex import CartoonTextureDecomposition \n",
        "import PIL\n",
        "from PIL import Image, ImageOps\n",
        "import random\n",
        "import gc\n",
        "\n",
        "# Print png images in folder C:\\Users\\admin\\\n",
        "#folder_name = \"more_texture/\"\n",
        "cartoon_folder_name = \"/content/drive/MyDrive/LatentImages/cartoon_components_final/\"\n",
        "fp_folder_name = \"/content/drive/MyDrive/LatentImages/roll/png/\"\n",
        "dest_synthetic_folder_name = \"/content/drive/MyDrive/LatentImages/CompleteData/synthetic/\"\n",
        "dest_fp_mask_folder_name = \"/content/drive/MyDrive/LatentImages/CompleteData/mask/\"\n",
        "if not os.path.exists(dest_synthetic_folder_name):\n",
        "    os.makedirs(dest_synthetic_folder_name)\n",
        "if not os.path.exists(dest_fp_mask_folder_name):\n",
        "    os.makedirs(dest_fp_mask_folder_name)\n",
        "folder = 0\n",
        "for filepath in glob.iglob(r''+fp_folder_name+'*.*'):\n",
        "  #print(filepath)\n",
        "  filename = os.path.basename(filepath)\n",
        "  filename = re.sub(r'\\.jpg$', '', filename)\n",
        "  for filepath_cartoon in glob.iglob(r''+cartoon_folder_name+'*.*'):\n",
        "    #print(filepath_cartoon)\n",
        "    if not os.path.exists(\"/content/drive/MyDrive/LatentImages/CompleteData/synthetic/\"+filename):\n",
        "      os.makedirs(\"/content/drive/MyDrive/LatentImages/CompleteData/synthetic/\"+filename)\n",
        "    if not os.path.exists(\"/content/drive/MyDrive/LatentImages/CompleteData/mask/\"+filename):\n",
        "      os.makedirs(\"/content/drive/MyDrive/LatentImages/CompleteData/mask/\"+filename)\n",
        "      \n",
        "    #reading of iamges\n",
        "    folder=folder+1\n",
        "    cartoon_img = Image.open(filepath_cartoon)\n",
        "    #print(cartoon_img.mode,cartoon_img.size,cartoon_img.format)\n",
        "    plt.imshow(cartoon_img,cmap='gray')\n",
        "    fp_img = Image.open(filepath).convert(cartoon_img.mode)\n",
        "    # padding of fp images\n",
        "    fp_img_with_border = ImageOps.expand(fp_img,border=50,fill='white')\n",
        "    fp_img_with_border = fp_img_with_border.resize(cartoon_img.size)\n",
        "    #print(fp_img_with_border.mode,fp_img_with_border.size,fp_img_with_border.format)\n",
        "    fp_img = fp_img_with_border#Image.open(\"/content/Cartoon-Texture-Decomposition/examples/00002223_01_dryrun-A_500_roll_01.png\").convert(Im.mode)\n",
        "    #print(fp_img.mode,fp_img.size,fp_img.format)\n",
        "    fp_img = fp_img.resize(cartoon_img.size)\n",
        "    #print(fp_img.mode,fp_img.size,fp_img.format)\n",
        "\n",
        "\n",
        "#######################\n",
        "    #bleding of image\n",
        "    w = round(random.uniform(0.3, 0.7), 1)\n",
        "    img = Image.blend(cartoon_img,fp_img,w)\n",
        "##################\n",
        "# thresholding of fp\n",
        "    fp_img = cv2.cvtColor(numpy.array(fp_img), cv2.COLOR_RGB2GRAY)\n",
        "    thresholded_fp = cv2.adaptiveThreshold(fp_img,255,cv2.ADAPTIVE_THRESH_MEAN_C,cv2.THRESH_BINARY,11,2)\n",
        "    plt.imshow(thresholded_fp,cmap='gray')\n",
        "    kernel = cv2.getStructuringElement(cv2.MORPH_RECT,(12,12))\n",
        "    thresholded_fp = cv2.morphologyEx(thresholded_fp, cv2.MORPH_OPEN, kernel)\n",
        "    thresholded_fp = cv2.bitwise_not(thresholded_fp)\n",
        "    fp_thresh_im_pil = Image.fromarray(thresholded_fp)\n",
        "###################\n",
        "\n",
        "#saving of Image\n",
        "    img_to_save = img.resize((816,816))\n",
        "    img_to_save_fp = fp_thresh_im_pil.resize((816,816))\n",
        "    \n",
        "    img_to_save.save(\"/content/drive/MyDrive/LatentImages/CompleteData/synthetic/\"+filename+\"/synthetic_img\"+str(folder)+\".png\")\n",
        "    img_to_save_fp.save(\"/content/drive/MyDrive/LatentImages/CompleteData/mask/\"+filename+\"/fp_mask_img\"+str(folder)+\".png\")\n",
        "################\n",
        "    print(folder)\n",
        "  biglist = [img_to_save,img_to_save_fp,fp_img,thresholded_fp,cartoon_img]\n",
        "  gc.collect()\n",
        "  del biglist\n",
        "    \n",
        "\n",
        "\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gNwht07Co-a-",
        "outputId": "0047e0cf-462b-4295-ed2b-307a74e82426"
      },
      "source": [
        ""
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          "name": "stdout"
        }
      ]
    }
  ]
}