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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": { | |
"image/png": 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