{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 이미지 처리 \n", "### pip install imageio \n", "### pip install scikit-image" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "uint8 (850, 1280, 3)\n" ] } ], "source": [ "\n", "#from scipy.misc import imread, imsave, imresize\n", "from imageio import imread, imsave #, imresize\n", "from skimage.transform import resize\n", "import numpy as np\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, 0.95, 0.9]\n", "\n", "# 색변경 이미지를 300x300픽셀로 크기 조절.\n", "img_tinted =resize(img_tinted, (300, 300), mode='constant',anti_aliasing=False)\n", "\n", "# 색변경 이미지를 디스크에 기록하기\n", "imsave('cat_tinted.jpg', np.uint8(img_tinted))\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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", "y1 = np.cos(x)\n", "# matplotlib를 이용해 점들을 그리기\n", "\n", "plt.plot(x, y)\n", "plt.plot(x, y1)\n", "plt.xlabel('x axis label')\n", "plt.ylabel('y axis label')\n", "plt.title('Sine & Cosine')\n", "plt.legend(['sin','cos'])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from imageio import imread\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 }