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September 5, 2021 07:49
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opencv-ikea-selection-by-photo.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "opencv-ikea-selection-by-photo.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"display_name": "Python 3", | |
"name": "python3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/haskiindahouse/b48b642eb580501139a16b1300179694/opencv-ikea-selection-by-photo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "_ivlenCS9ejc" | |
}, | |
"source": [ | |
"#Знакомство с Google Colab\n", | |
"##Введение\n", | |
"В рамках летней практики для студентов второго курса университета \"Дубна\" необходимо выбрать тему, подробно ее изучить, написать программу, а также представить ее научному руководителю. Мною была выбрана тема связанная с библиотекой *OpenCV*.\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "_YeCqNbAA1al" | |
}, | |
"source": [ | |
"##OpenCV\n", | |
"*OpenCV* — библиотека алгоритмов компьютерного зрения, обработки изображений и численных алгоритмов общего назначения с открытым кодом. Реализована на *C/C++*, также разрабатывается для *Python, Java, Ruby, Matlab, Lua* и других. Естественно мы будем использовать ее версию для *Python*." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "82AqRPDLS2l4" | |
}, | |
"source": [ | |
"##Цели и задачи практики\n", | |
"Нужно разработать инструмент отбора доминирующих цветов на изображении и на основе этого подбор мебельного интерьера из *IKEA* по загруженной фотографии.\n", | |
"### Пример\n", | |
"### Входные значения:\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "xX0_fTFo4Dxy" | |
}, | |
"source": [ | |
"###Выходные данные:\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "S4C0yKwEYXET" | |
}, | |
"source": [ | |
"##Практическая часть\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "197WW5AGQf0J", | |
"outputId": "6b9c0054-4e21-4520-f019-4498492a2f0c" | |
}, | |
"source": [ | |
"# Выполняем вход в гугл-диск для дальнейшей работы с базой интерьеров оттуда\n", | |
"from google.colab import drive\n", | |
"drive.mount('/content/drive/')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Mounted at /content/drive/\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "0zpI5QSnoFlF" | |
}, | |
"source": [ | |
"Было решено создать папку с примерами, дабы продемонстрировать работу алгоритмов. Создана папка examples на google disk. В ней находятся изображения, для которых нужно будет подобрать интерьер. Сначала мы используем готовый метод k-средних для поиска основных цветов на изображении. Использовать мы будем такие библиотеки, как: *sklearn*, *matplotlib*, *numpy*, *opencv*." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "uDW3BNlYtoVx" | |
}, | |
"source": [ | |
"# Импортируем все нужные нам библиотеки\n", | |
"from sklearn.cluster import KMeans\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import cv2\n", | |
"from collections import Counter\n", | |
"from skimage.color import rgb2lab, deltaE_cie76\n", | |
"import glob\n", | |
"import os\n" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 320 | |
}, | |
"id": "fV5h0sCQvA4d", | |
"outputId": "5ecd7b26-8d71-4724-f4e4-8812b4b16c0d" | |
}, | |
"source": [ | |
"# Считываем изображение\n", | |
"image = cv2.imread('/content/drive/MyDrive/Colab Notebooks/examples/cat.jpg')\n", | |
"# Выводим основные показатели + само изображение\n", | |
"print(\"The type of this input is {}\".format(type(image)))\n", | |
"print(\"Shape: {}\".format(image.shape))\n", | |
"plt.imshow(image)\n" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"The type of this input is <class 'numpy.ndarray'>\n", | |
"Shape: (4032, 3024, 3)\n" | |
], | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f6f6b561b10>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 12 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "TuTodMDavfR0" | |
}, | |
"source": [ | |
"Цвет изображения выглядит немного не так. Это связано с тем, что по умолчанию OpenCV считывает изображение в последовательности Blue Green Red (BGR). Таким образом, для просмотра реального изображения нам нужно преобразовать рендеринг в красный, зеленый, синий (RGB)." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "2obOaMFLvzRS" | |
}, | |
"source": [ | |
"Метод *cvtColor* позволяет нам преобразовывать рендеринг изображения в другое цветовое пространство. Для того чтобы перейти от *BGR* цветового пространства до *RGB* мы используем метод *cv2.COLOR_BGR2RGB*" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 286 | |
}, | |
"id": "AMiadxcuvxAi", | |
"outputId": "0eac7edf-312d-423c-8188-caff0ea979c0" | |
}, | |
"source": [ | |
"image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n", | |
"plt.imshow(image)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f6f84b0c0d0>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 13 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { |
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