Image_Retrival_VGG16.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Image_Retrival.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#### Import necessary modules"
      ],
      "metadata": {
        "id": "OogfXfqFZjj2"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "F52xS4kz83NG"
      },
      "outputs": [],
      "source": [
        "from tensorflow.keras.preprocessing import image\n",
        "from tensorflow.keras.applications.vgg16 import VGG16, preprocess_input\n",
        "from tensorflow.keras.models import  Model\n",
        "from scipy.spatial import distance\n",
        "from PIL import Image\n",
        "import pickle\n",
        "import numpy as np\n",
        "import math\n",
        "import os\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib\n",
        "import cv2 as cv\n",
        "import time"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Download dataset"
      ],
      "metadata": {
        "id": "EaqiKQ5yZt0A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install --upgrade --no-cache-dir gdown"
      ],
      "metadata": {
        "id": "kfwivmFJgNaA",
        "outputId": "ff709133-50a2-4ddb-d52d-a28db073d575",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: gdown in /usr/local/lib/python3.7/dist-packages (4.2.2)\n",
            "Collecting gdown\n",
            "  Downloading gdown-4.4.0.tar.gz (14 kB)\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: requests[socks] in /usr/local/lib/python3.7/dist-packages (from gdown) (2.23.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from gdown) (3.6.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from gdown) (1.15.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from gdown) (4.63.0)\n",
            "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.7/dist-packages (from gdown) (4.6.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown) (2021.10.8)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown) (1.24.3)\n",
            "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.7/dist-packages (from requests[socks]->gdown) (1.7.1)\n",
            "Building wheels for collected packages: gdown\n",
            "  Building wheel for gdown (PEP 517) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for gdown: filename=gdown-4.4.0-py3-none-any.whl size=14774 sha256=f8d99f0a1a26b395812c78583adcaf528066bad8452782cf3a95ee490c9541ea\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-_cg1krzl/wheels/fb/c3/0e/c4d8ff8bfcb0461afff199471449f642179b74968c15b7a69c\n",
            "Successfully built gdown\n",
            "Installing collected packages: gdown\n",
            "  Attempting uninstall: gdown\n",
            "    Found existing installation: gdown 4.2.2\n",
            "    Uninstalling gdown-4.2.2:\n",
            "      Successfully uninstalled gdown-4.2.2\n",
            "Successfully installed gdown-4.4.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!gdown --id 1VdicuemXgiHdHute2S6xg2lgHpye4iZB\n",
        "!unzip VizWiz.zip\n",
        "!rm VizWiz.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9otIymEN90Gl",
        "outputId": "76843553-0278-4550-9bda-f9c64d991d7b"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "  inflating: txt/31007.txt           \n",
            "  inflating: txt/31008.txt           \n",
            "  inflating: txt/31009.txt           \n",
            "  inflating: txt/31011.txt           \n",
            "  inflating: txt/31012.txt           \n",
            "  inflating: txt/31014.txt           \n",
            "  inflating: txt/31018.txt           \n",
            "  inflating: txt/31021.txt           \n",
            "  inflating: txt/31023.txt           \n",
            "  inflating: txt/31024.txt           \n",
            "  inflating: txt/31028.txt           \n",
            "  inflating: txt/31030.txt           \n",
            "  inflating: txt/31035.txt           \n",
            "  inflating: txt/31036.txt           \n",
            "  inflating: txt/31039.txt           \n",
            "  inflating: txt/31040.txt           \n",
            "  inflating: txt/31041.txt           \n",
            "  inflating: txt/31042.txt           \n",
            "  inflating: txt/31043.txt           \n",
            "  inflating: txt/31046.txt           \n",
            "  inflating: txt/31048.txt           \n",
            "  inflating: txt/31050.txt           \n",
            "  inflating: txt/31051.txt           \n",
            "  inflating: txt/31052.txt           \n",
            "  inflating: txt/31053.txt           \n",
            "  inflating: txt/31054.txt           \n",
            "  inflating: txt/31055.txt           \n",
            "  inflating: txt/31056.txt           \n",
            "  inflating: txt/31058.txt           \n",
            "  inflating: txt/31059.txt           \n",
            "  inflating: txt/31060.txt           \n",
            "  inflating: txt/31061.txt           \n",
            "  inflating: txt/31062.txt           \n",
            "  inflating: txt/31065.txt           \n",
            "  inflating: txt/31066.txt           \n",
            "  inflating: txt/31067.txt           \n",
            "  inflating: txt/31068.txt           \n",
            "  inflating: txt/31069.txt           \n",
            "  inflating: txt/31070.txt           \n",
            "  inflating: txt/31071.txt           \n",
            "  inflating: txt/31072.txt           \n",
            "  inflating: txt/31074.txt           \n",
            "  inflating: txt/31075.txt           \n",
            "  inflating: txt/31076.txt           \n",
            "  inflating: txt/31078.txt           \n",
            "  inflating: txt/31079.txt           \n",
            "  inflating: txt/31081.txt           \n",
            "  inflating: txt/31082.txt           \n",
            "  inflating: txt/31083.txt           \n",
            "  inflating: txt/31084.txt           \n",
            "  inflating: txt/31085.txt           \n",
            "  inflating: txt/31086.txt           \n",
            "  inflating: txt/31088.txt           \n",
            " extracting: txt/31090.txt           \n",
            "  inflating: txt/31093.txt           \n",
            "  inflating: txt/31094.txt           \n",
            "  inflating: txt/31100.txt           \n",
            "  inflating: txt/31101.txt           \n",
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            "  inflating: txt/31105.txt           \n",
            "  inflating: txt/31107.txt           \n",
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            "  inflating: txt/31109.txt           \n",
            "  inflating: txt/31110.txt           \n",
            "  inflating: txt/31112.txt           \n",
            "  inflating: txt/31114.txt           \n",
            "  inflating: txt/31115.txt           \n",
            " extracting: txt/31116.txt           \n",
            "  inflating: txt/31117.txt           \n",
            "  inflating: txt/31120.txt           \n",
            "  inflating: txt/31121.txt           \n",
            "  inflating: txt/31123.txt           \n",
            "  inflating: txt/31124.txt           \n",
            "  inflating: txt/31128.txt           \n",
            "  inflating: txt/31129.txt           \n",
            "  inflating: txt/31130.txt           \n",
            "  inflating: txt/31131.txt           \n",
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            "  inflating: txt/31144.txt           \n",
            "  inflating: txt/31145.txt           \n",
            "  inflating: txt/31146.txt           \n",
            "  inflating: txt/31148.txt           \n",
            "  inflating: txt/31149.txt           \n",
            "  inflating: txt/31150.txt           \n",
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            "  inflating: txt/31155.txt           \n",
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            "  inflating: txt/31158.txt           \n",
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            "  inflating: txt/31160.txt           \n",
            "  inflating: txt/31161.txt           \n",
            "  inflating: txt/31162.txt           \n",
            "  inflating: txt/31163.txt           \n",
            "  inflating: txt/31164.txt           \n",
            "  inflating: txt/31165.txt           \n",
            "  inflating: txt/31166.txt           \n",
            "  inflating: txt/31167.txt           \n",
            "  inflating: txt/31168.txt           \n",
            "  inflating: txt/31169.txt           \n",
            "  inflating: txt/31170.txt           \n",
            "  inflating: txt/31171.txt           \n",
            "  inflating: txt/31172.txt           \n",
            "  inflating: txt/31173.txt           \n",
            "  inflating: txt/31174.txt           \n",
            "  inflating: txt/31175.txt           \n",
            "  inflating: txt/31176.txt           \n",
            "  inflating: txt/31177.txt           \n",
            "  inflating: txt/31178.txt           \n",
            "  inflating: txt/31180.txt           \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Using VGG-16 to extract features"
      ],
      "metadata": {
        "id": "MPdVmI_rZ0VE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Model Defining\n",
        "def get_extract_model():\n",
        "    vgg16_model = VGG16(weights=\"imagenet\")\n",
        "    extract_model = Model(inputs=vgg16_model.inputs, outputs = vgg16_model.get_layer(\"fc1\").output)\n",
        "    return extract_model\n",
        "\n",
        "# Image Preprocessing, image to tensor\n",
        "def image_preprocess(img):\n",
        "    img = img.resize((224,224)) # VGG16 constraint\n",
        "    img = img.convert(\"RGB\")\n",
        "    x = image.img_to_array(img)\n",
        "    x = np.expand_dims(x, axis=0)\n",
        "    x = preprocess_input(x)\n",
        "    return x\n",
        "\n",
        "def extract_vector(model, image_path):\n",
        "    print(\"Extracting: \", image_path)\n",
        "    img = Image.open(image_path)\n",
        "    img_tensor = image_preprocess(img)\n",
        "\n",
        "    # Features extraction\n",
        "    vector = model.predict(img_tensor)[0]\n",
        "    # Vector normalization\n",
        "    vector = vector / np.linalg.norm(vector)\n",
        "    return vector"
      ],
      "metadata": {
        "id": "N6ODTI26-Ilz"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Extracting features"
      ],
      "metadata": {
        "id": "CMiKLZwHCMRz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Model initialization\n",
        "model = get_extract_model()\n",
        "\n",
        "data_path = '/content/img'\n",
        "\n",
        "vectors, paths = [], []\n",
        "\n",
        "for image_path in os.listdir('img'):\n",
        "    # Full path of images\n",
        "    image_path_full = os.path.join(data_path, image_path)\n",
        "    # Image's feature extraction\n",
        "    image_vector = extract_vector(model,image_path_full)\n",
        "    # Store features and path to list\n",
        "    vectors.append(image_vector)\n",
        "    paths.append(image_path_full)\n",
        "\n",
        "# Save feature's file\n",
        "vector_file = \"vectors.pkl\"\n",
        "path_file = \"paths.pkl\"\n",
        "\n",
        "pickle.dump(vectors, open(vector_file, \"wb\"))\n",
        "pickle.dump(paths, open(path_file, \"wb\"))"
      ],
      "metadata": {
        "id": "kYZyj60s_YWx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Download vectorized dataset (you can pass this step if you have already extracted feature at previous step)"
      ],
      "metadata": {
        "id": "RRy60HuiB3Vr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!gdown --id 1Dg4REQFdJYK40bUtenL5jQ6NK1cnCxvi\n",
        "!unzip data_vectorized.zip\n",
        "!rm data_vectorized.zip\n",
        "model = get_extract_model()"
      ],
      "metadata": {
        "id": "vUSeRpCjaqBD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4b7e1ced-d116-4ae2-e02c-6085e134dd2a"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
            "  category=FutureWarning,\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1Dg4REQFdJYK40bUtenL5jQ6NK1cnCxvi\n",
            "To: /content/data_vectorized.zip\n",
            "100% 29.4M/29.4M [00:00<00:00, 68.6MB/s]\n",
            "Archive:  data_vectorized.zip\n",
            "  inflating: paths.pkl               \n",
            "  inflating: vectors.pkl             \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Query"
      ],
      "metadata": {
        "id": "ptcG9d4LCDIp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "img_query = '/content/img/23455.png'\n",
        "Image.open(img_query)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 117
        },
        "id": "GK0o_c4LR8rW",
        "outputId": "79f3f520-0a31-43c4-c7f3-12907ea31105"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=75x100 at 0x7F0F490C2DD0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Query image features extraction\n",
        "search_vector = extract_vector(model, img_query)\n",
        "\n",
        "vectors = pickle.load(open(\"vectors.pkl\",\"rb\"))\n",
        "paths = pickle.load(open(\"paths.pkl\",\"rb\"))\n",
        "\n",
        "# Distance from query's vector to all vector in dataset\n",
        "distance = np.linalg.norm(vectors - search_vector, axis=1)\n",
        "\n",
        "K = 10 # Return top K image same as query image \n",
        "ids = np.argsort(distance)[:K]\n",
        "\n",
        "nearest_image = [(paths[id], distance[id]) for id in ids]\n",
        "\n",
        "axes = []\n",
        "grid_size = int(math.sqrt(K))\n",
        "fig = plt.figure(figsize=(20,10))\n",
        "\n",
        "\n",
        "for id in range(K):\n",
        "    draw_image = nearest_image[id]\n",
        "    # axes.append(fig.add_subplot(grid_size, grid_size, id+1))\n",
        "    axes.append(fig.add_subplot(5, 5, id+1))\n",
        "\n",
        "\n",
        "    # axes[-1].set_title(draw_image[1])\n",
        "    # axes[-1].set_title(draw_image[0].split('/')[-1] + f' ({draw_image[1]})')\n",
        "    axes[-1].set_title(f'Top #{id+1}')\n",
        "\n",
        "    plt.axis('off')\n",
        "    plt.imshow(Image.open(draw_image[0]))\n",
        "\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 322
        },
        "id": "VgmopUeXCrbH",
        "outputId": "27e21088-bc20-48d4-fa28-e8d39c4f6b02"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Extracting:  /content/img/23455.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}