Flowers.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyM2fg5jggk4JLUbP0y/gTKO",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MarioAvolio/102-Category-Flower-Dataset-with-Keras/blob/main/Flowers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Flowers Analysis\n",
        "\n",
        "102 Flower Category Database\n",
        "----------------------------------------------\n",
        "This set contains images of flowers belonging to 102 different categories. \n",
        "The images were acquired by searching the web and taking pictures. There are a\n",
        "minimum of 40 images for each category.\n",
        "\n",
        "The images are contained in the file 102flowers.tgz and the image labels in\n",
        "imagelabels.mat.\n",
        "\n",
        "We provide 4 distance matrices. D_hsv, D_hog, D_siftint, D_siftbdy. These\n",
        "are the chi^2 distance matrices used in the publication below.\n",
        "\n",
        "The database was used in:\n",
        "\n",
        "Nilsback, M-E. and Zisserman, A. Automated flower classification over a large number of classes.\n",
        "Proceedings of the Indian Conference on Computer Vision, Graphics and Image Processing (2008) \n",
        "http://www.robots.ox.ac.uk/~vgg/publications/papers/nilsback08.{pdf,ps.gz}.\n",
        "\n",
        "Datasplit\n",
        "------------------------------------------------\n",
        "The datasplits used in this paper are specified in setid.mat.\n",
        "\n",
        "The results in the paper are produced on a 103 category database. The two\n",
        "categories labeled Petunia have since been merged since they are the same.\n",
        "There is a training file (trnid), a validation file (valid)\n",
        "and a testfile (tstid). \n",
        "\n",
        "Segmentation Images\n",
        "------------------------------------------------\n",
        "We provide the segmentations for the images in the file 102segmentations.tgz\n",
        "\n",
        "More details can be found in:\n",
        "\n",
        "Nilsback, M-E. and Zisserman, A. Delving into the whorl of flower segmenation.\n",
        "Proceedings of the British Machine Vision Conference (2007)\n",
        "http:www.robots.ox.ac.uk/~vgg/publications/papers/nilsback07.(pdf,ps.gz).\n",
        ".\n",
        "\n",
        "History\n",
        "-----------------------------------------------\n",
        "version 1.1 - Two petunia categories merged into one. "
      ],
      "metadata": {
        "id": "gnKCDHIh3YXl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Requirements"
      ],
      "metadata": {
        "id": "VYsrgP6Mu-0N"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "from os import listdir\n",
        "from os.path import isfile, join\n",
        "from PIL import Image\n",
        "import glob\n",
        "import cv2\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "import os.path\n",
        "from os import path\n",
        "from sklearn.decomposition import PCA\n"
      ],
      "metadata": {
        "id": "s0T2NpbRvAcL"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "drive.mount('/content/gdrive', force_remount=True)\n",
        "PATH_PROJ = \"/content/gdrive/MyDrive/AML-proj/\" \n",
        "if not path.exists(PATH_PROJ):\n",
        "    PATH_PROJ = \"/content/gdrive/Shareddrives/AML-proj/\"  # TODO: check if it is correct!\n",
        "\n",
        "PATH_JPG = PATH_PROJ + 'jpg/'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3Sc7koT5xkA7",
        "outputId": "68f30d1e-09fb-4bc6-9217-e7185f0c5c9b"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Functions"
      ],
      "metadata": {
        "id": "Xt7qG6MMr-ia"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def execute_pca_on_imgs(img, show=False):\n",
        "  # Splitting the image in R,G,B arrays.\n",
        "  blue,green,red = cv2.split(img) \n",
        "  #it will split the original image into Blue, Green and Red arrays.\n",
        "\n",
        "  #initialize PCA with at least 95% variance\n",
        "  pca = PCA(0.95)\n",
        "  \n",
        "  #Applying to red channel and then applying inverse transform to transformed array.\n",
        "  red_transformed = pca.fit_transform(red)\n",
        "  red_inverted = pca.inverse_transform(red_transformed)\n",
        "  \n",
        "  #Applying to Green channel and then applying inverse transform to transformed array.\n",
        "  green_transformed = pca.fit_transform(green)\n",
        "  green_inverted = pca.inverse_transform(green_transformed)\n",
        "  \n",
        "  #Applying to Blue channel and then applying inverse transform to transformed array.\n",
        "  blue_transformed = pca.fit_transform(blue)\n",
        "  blue_inverted = pca.inverse_transform(blue_transformed)\n",
        "\n",
        "  # compressiong\n",
        "  img_compressed = (np.dstack((red_inverted, green_inverted, blue_inverted))).astype(np.uint8)\n",
        "  #viewing the compressed image\n",
        "  if show: \n",
        "    plt.imshow(img_compressed)\n",
        "\n",
        "  return img_compressed\n",
        "    \n",
        "\n",
        "def execute_pca_on_imgs_set(data):\n",
        "  for i in range(len(data)):\n",
        "    data[i] = execute_pca_on_imgs(data[i])\n",
        "    print(\"executed\")\n",
        "    \n",
        "\n",
        "def processing_set(dataset, images, labels, size=224, return_pca=False):\n",
        "  x, y = [], []\n",
        "  for num_img in dataset:\n",
        "    # print(f\"linking {num_img} to {images[num_img - 1]}\")\n",
        "    path = PATH_JPG + images[num_img - 1]\n",
        "    im=cv2.imread(path)\n",
        "    im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n",
        "    im=cv2.resize(im,(size,size))\n",
        "    x.append(im)\n",
        "    y.append(labels[num_img - 1])\n",
        "  \n",
        "  if return_pca:\n",
        "    return execute_pca_on_imgs_set(x), np.asarray(y) \n",
        "  else:\n",
        "    return np.asarray(x), np.asarray(y)"
      ],
      "metadata": {
        "id": "b5cVUtKUsBP7"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data"
      ],
      "metadata": {
        "id": "W1SYKYVIvCrg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# take images from drive\n",
        "images = [f for f in listdir(PATH_JPG) if isfile(join(PATH_JPG, f))]\n",
        "images = sorted(images)\n",
        "print(images)\n",
        "\n",
        "labels = np.genfromtxt(PATH_PROJ + 'labels.csv', delimiter=',').astype('int')\n",
        "tmp_set_1 = np.genfromtxt(PATH_PROJ + 'train_set.csv', delimiter=',').astype('int')\n",
        "tmp_set_2 = np.genfromtxt(PATH_PROJ + 'test_set.csv', delimiter=',').astype('int')\n",
        "tmp_set_3 = np.genfromtxt(PATH_PROJ + 'validation_set.csv', delimiter=',').astype('int')\n",
        "\n",
        "X = np.concatenate((tmp_set_1, tmp_set_2, tmp_set_3))\n",
        "X.shape\n",
        "\n",
        "# len(train_set), len(test_set), len(val_set), len(labels), "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tbZh4WoSvDau",
        "outputId": "87ee813f-c7fd-4785-9336-11f0369a7bc5"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
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'image_08164.jpg', 'image_08165.jpg', 'image_08166.jpg', 'image_08167.jpg', 'image_08168.jpg', 'image_08169.jpg', 'image_08170.jpg', 'image_08171.jpg', 'image_08172.jpg', 'image_08173.jpg', 'image_08174.jpg', 'image_08175.jpg', 'image_08176.jpg', 'image_08177.jpg', 'image_08178.jpg', 'image_08179.jpg', 'image_08180.jpg', 'image_08181.jpg', 'image_08182.jpg', 'image_08183.jpg', 'image_08184.jpg', 'image_08185.jpg', 'image_08186.jpg', 'image_08187.jpg', 'image_08188.jpg', 'image_08189.jpg']\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(8189,)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "#split the data and prepare for a general ML training \n",
        "\n",
        "X_train, X_test = train_test_split(X, test_size=0.2, random_state=42, shuffle = True, stratify = None)\n",
        "\n",
        "X_train.shape, X_test.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YNxLNMDdOxZX",
        "outputId": "eaf66b7b-843e-4407-99c8-ccc10a5038d2"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((6551,), (1638,))"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, Y_train = processing_set(X_train, images, labels)#, return_pca=True)\n",
        "# X_val, y_val = processing_set(val_set, images, labels)#, return_pca=True)\n",
        "X_test, Y_test = processing_set(X_test, images, labels)#, return_pca=True)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "O_rst_fxyO3Q"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.imshow(X_train[0], interpolation='nearest')\n",
        "plt.show()\n",
        "Y_train[0]"
      ],
      "metadata": {
        "id": "mfEwuiMKhNhC",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "outputId": "68a55a14-9ca0-4cab-a83c-046ecbfe2e65"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "74"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    }
  ]
}