improvement_image_quality.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "0ecqw0JvSXnc"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import os\n",
        "import random\n",
        "from PIL import Image\n",
        "import torchvision\n",
        "import torchvision.transforms as transforms\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "transform = transforms.Compose([transforms.ToTensor()])\n",
        "\n",
        "dataset = torchvision.datasets.CIFAR10(root='./data', train=True, download=True, transform=transform)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8n159JjzTW36",
        "outputId": "f45a4a59-465e-476e-ddfe-f00fbab401fa"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Files already downloaded and verified\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 폴더 생성.\n",
        "if not os.path.exists('saved_images'):\n",
        "    os.makedirs('saved_images')"
      ],
      "metadata": {
        "id": "1nx-U0FZVKA5"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(1000):\n",
        "    image_tensor, label = random.choice(dataset)\n",
        "    image = transforms.ToPILImage()(image_tensor)\n",
        "    image_path = os.path.join('saved_images', f'image_{i}.png')\n",
        "    image.save(image_path)\n",
        "    print(f\"Image {i} saved to {image_path}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DchJ848iWAK_",
        "outputId": "111386cf-a632-4281-9c8a-ad4b717f8965"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Image 0 saved to saved_images/image_0.png\n",
            "Image 1 saved to saved_images/image_1.png\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "source_folder = '/content/saved_images'\n",
        "color_folder = 'CIFAR10_color_images'\n",
        "gray_folder = 'CIFAR10_gray_images'"
      ],
      "metadata": {
        "id": "T4LtrQU4cgb_"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if not os.path.exists(color_folder):\n",
        "    os.makedirs(color_folder)\n",
        "\n",
        "if not os.path.exists(gray_folder):\n",
        "    os.makedirs(gray_folder)"
      ],
      "metadata": {
        "id": "dGa2akRicmub"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 소스 이미지 불러오기\n",
        "image_files = [f for f in os.listdir(source_folder) if os.path.isfile(os.path.join(source_folder, f))]\n",
        "image_files.sort()  # 정렬"
      ],
      "metadata": {
        "id": "ElI3uuKScpkd"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(500):\n",
        "    image_path = os.path.join(source_folder, image_files[i])\n",
        "    target_path = os.path.join(color_folder, image_files[i])\n",
        "    os.rename(image_path, target_path)"
      ],
      "metadata": {
        "id": "AFq16BrZdJ7m"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(500, 1000):\n",
        "    image_path = os.path.join(source_folder, image_files[i])\n",
        "    image = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)  # 흑백으로 로드\n",
        "    target_path = os.path.join(gray_folder, image_files[i])\n",
        "    cv2.imwrite(target_path, image)  # 흑백 이미지 저장"
      ],
      "metadata": {
        "id": "lEWDSMecdMxR"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "### 해상도 개선 EDSR 모델 로드\n",
        "\n",
        "sr = cv2.dnn_superres.DnnSuperResImpl_create()\n",
        "sr.readModel('/content/drive/MyDrive/GAN 실습/EDSR_x3.pb')\n",
        "sr.setModel('edsr', 3)"
      ],
      "metadata": {
        "id": "_g4bpnfJdXAf"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "color_folder = '/content/CIFAR10_color_images'\n",
        "gray_folder = '/content/CIFAR10_gray_images'\n",
        "\n",
        "improved_color_folder = 'imporved_color_images'\n",
        "improved_gray_folder = 'improved_gray_images'\n",
        "\n",
        "\n",
        "if not os.path.exists(improved_color_folder):\n",
        "    os.makedirs(improved_color_folder)\n",
        "\n",
        "\n",
        "if not os.path.exists(improved_gray_folder):\n",
        "    os.makedirs(improved_gray_folder)\n",
        "\n",
        "# 이미지 파일 로드\n",
        "color_image_files = [f for f in os.listdir(color_folder) if os.path.isfile(os.path.join(color_folder, f))]\n",
        "color_image_files.sort()\n",
        "\n",
        "\n",
        "gray_image_files = [f for f in os.listdir(gray_folder) if os.path.isfile(os.path.join(gray_folder, f))]\n",
        "gray_image_files.sort()\n",
        "\n",
        "\n",
        "\n",
        "for i in range(500):\n",
        "    color_image_path = os.path.join(color_folder, color_image_files[i])\n",
        "    color_img = cv2.imread(color_image_path)\n",
        "    improved_img = sr.upsample(color_img)\n",
        "    color_target_path = os.path.join(improved_color_folder, color_image_files[i])\n",
        "    cv2.imwrite(color_target_path, improved_img)\n",
        "\n",
        "\n",
        "for i in range(500):\n",
        "    gray_image_path = os.path.join(gray_folder, gray_image_files[i])\n",
        "    gray_img = cv2.imread(gray_image_path, cv2.IMREAD_GRAYSCALE)\n",
        "    improved_img = sr.upsample(gray_img)\n",
        "    gray_target_path = os.path.join(improved_gray_folder, gray_image_files[i])\n",
        "    cv2.imwrite(gray_target_path, improved_img)"
      ],
      "metadata": {
        "id": "N20flh92hmh5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "color_folder = '/content/CIFAR10_color_images'\n",
        "gray_folder = '/content/CIFAR10_gray_images'\n",
        "\n",
        "improved_color_folder = 'imporved_color_images'\n",
        "improved_gray_folder = 'improved_gray_images'"
      ],
      "metadata": {
        "id": "4ppI8qOuurWv"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if not os.path.exists(improved_color_folder):\n",
        "    os.makedirs(improved_color_folder)\n",
        "\n",
        "\n",
        "if not os.path.exists(improved_gray_folder):\n",
        "    os.makedirs(improved_gray_folder)\n"
      ],
      "metadata": {
        "id": "SypCx2j7usHj"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "color_image_files = [f for f in os.listdir(color_folder) if os.path.isfile(os.path.join(color_folder, f))]\n",
        "color_image_files.sort()\n",
        "\n",
        "\n",
        "gray_image_files = [f for f in os.listdir(gray_folder) if os.path.isfile(os.path.join(gray_folder, f))]\n",
        "gray_image_files.sort()"
      ],
      "metadata": {
        "id": "MYZCyDkluxp5"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(500):\n",
        "    color_image_path = os.path.join(color_folder, color_image_files[i])\n",
        "    color_img = cv2.imread(color_image_path)\n",
        "    improved_img = sr.upsample(color_img)\n",
        "    color_target_path = os.path.join(improved_color_folder, color_image_files[i])\n",
        "    cv2.imwrite(color_target_path, improved_img)"
      ],
      "metadata": {
        "id": "oxsHa-Diu13L"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(500):\n",
        "    gray_image_path = os.path.join(gray_folder, gray_image_files[i])\n",
        "    gray_img = cv2.imread(gray_image_path, cv2.IMREAD_GRAYSCALE)\n",
        "    improved_img = sr.upsample(gray_img)\n",
        "    gray_target_path = os.path.join(improved_gray_folder, gray_image_files[i])\n",
        "    cv2.imwrite(gray_target_path, improved_img)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 258
        },
        "id": "ZPoxmcIpu5r8",
        "outputId": "26687f75-baa1-4b03-a9b3-a65adfbcf971"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "error",
          "ename": "error",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31merror\u001b[0m                                     Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-31-8f503799676b>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mgray_image_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgray_folder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgray_image_files\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mgray_img\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgray_image_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIMREAD_GRAYSCALE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0mimproved_img\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupsample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgray_img\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m     \u001b[0mgray_target_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimproved_gray_folder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgray_image_files\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgray_target_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimproved_img\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31merror\u001b[0m: OpenCV(4.8.0) /io/opencv/modules/dnn/src/layers/convolution_layer.cpp:416: error: (-2:Unspecified error) Number of input channels should be multiple of 3 but got 1 in function 'getMemoryShapes'\n"
          ]
        }
      ]
    }
  ]
}