{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "uint8 (850, 1280, 3)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\hong\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: `imread` is deprecated!\n", "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", "Use ``imageio.imread`` instead.\n", " after removing the cwd from sys.path.\n", "c:\\users\\hong\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:16: DeprecationWarning: `imresize` is deprecated!\n", "`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", "Use ``skimage.transform.resize`` instead.\n", " app.launch_new_instance()\n", "c:\\users\\hong\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:19: DeprecationWarning: `imsave` is deprecated!\n", "`imsave` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", "Use ``imageio.imwrite`` instead.\n" ] } ], "source": [ "from scipy.misc import imread, imsave, imresize\n", "\n", "# JPEG 이미지를 numpy 배열로 읽어들이기\n", "img = imread('cat.jpg')\n", "print(img.dtype, img.shape) # 출력 \"uint8 (400, 248, 3)\"\n", "\n", "# 각각의 색깔 채널을 다른 상수값으로 스칼라배함으로써\n", "# 이미지의 색을 변화시킬 수 있습니다.\n", "# 이미지의 shape는 (400, 248, 3)입니다;\n", "# 여기에 shape가 (3,)인 배열 [1, 0.95, 0.9]를 곱합니다;\n", "# numpy 브로드캐스팅에 의해 이 배열이 곱해지며 붉은색 채널은 변하지 않으며,\n", "# 초록색, 파란색 채널에는 각각 0.95, 0.9가 곱해집니다\n", "img_tinted = img * [1, 0.5, 0.9]\n", "\n", "# 색변경 이미지를 300x300픽셀로 크기 조절.\n", "img_tinted = imresize(img_tinted, (300, 300))\n", "\n", "# 색변경 이미지를 디스크에 기록하기\n", "imsave('cat_tinted.jpg', img_tinted)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# 사인 곡선의 x,y 좌표를 계산\n", "x = np.arange(0, 3 * np.pi, 0.1)\n", "y = np.sin(x)\n", "\n", "# matplotlib를 이용해 점들을 그리기\n", "plt.plot(x, y)\n", "plt.show() # 그래프를 나타나게 하기 위해선 plt.show()함수를 호출해야 합니다.\n", "\n", "plt.plot(x, y)\n", "plt.xlabel('x axis label')\n", "plt.ylabel('y axis label')\n", "plt.title('Sine')\n", "plt.legend(['Sine'])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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YZws7LXilDX+2xeXNKw45vBvHES8d4iKz2UxxbhHAI94alI07HgqDovTBEEem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\n1H3fs3PxPPfu3cNaS2k1bb1gYzomKkNUi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from scipy.misc import imread, imresize\n", "import matplotlib.pyplot as plt\n", "\n", "img = imread('cat.jpg')\n", "img_tinted = img * [1, 0.5, 0.5]\n", "\n", "# 원본 이미지 나타내기\n", "plt.subplot(1, 2, 1)\n", "plt.imshow(img)\n", "\n", "# 색변화된 이미지 나타내기\n", "plt.subplot(1, 2, 2)\n", "\n", "# imshow를 이용하며 주의할 점은 데이터의 자료형이\n", "# uint8이 아니라면 이상한 결과를 보여줄 수도 있다는 것입니다.\n", "# 그러므로 이미지를 나타내기 전에 명시적으로 자료형을 uint8로 형변환 해줍니다.\n", "\n", "plt.imshow(np.uint8(img_tinted))\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }