{"nbformat_minor": 0, "cells": [{"source": "# Pillow\u306e\u4f5c\u696d\u30d5\u30ed\u30fc\uff08\u305d\u306e2\uff09\n\n1. Image.open \u3067\u753b\u50cf\u3092\u8aad\u307f\u8fbc\u3080\u308b\n2. \u753b\u50cf\u3092\u30b4\u30cb\u30e7\u30b4\u30cb\u30e7\u3059\u308b\n3. Image.save \u3067\u7de8\u96c6\u3057\u305f\u753b\u50cf\u3092\u4fdd\u5b58\u3059\u308b\n\n\n\u2193\u4f7f\u7528\u3057\u305f\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30ec\u30ca\u306b\u3064\u3044\u3066\n\n[\u30ec\u30ca (\u753b\u50cf\u30c7\u30fc\u30bf) - Wikipedia](http://ja.wikipedia.org/wiki/%E3%83%AC%E3%83%8A_%28%E7%94%BB%E5%83%8F%E3%83%87%E3%83%BC%E3%82%BF%29 \"\u30ec\u30ca (\u753b\u50cf\u30c7\u30fc\u30bf) - Wikipedia\")\n\n[Lenna - Wikipedia, the free encyclopedia](http://en.wikipedia.org/wiki/Lenna \"Lenna - Wikipedia, the free encyclopedia\")\n\n", "cell_type": "markdown", "metadata": {}}, {"source": "%pylab inline\nfrom PIL import Image,ImageDraw,ImageFont", "cell_type": "code", "outputs": [{"name": "stdout", "output_type": "stream", "text": "Populating the interactive namespace from numpy and matplotlib\n"}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 1}, {"source": "### \u30d5\u30a1\u30a4\u30eb\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u5909\u63db", "cell_type": "markdown", "metadata": {}}, {"source": "# \u753b\u50cf\u3092\u8aad\u307f\u8fbc\u307f\nimg = Image.open('in-image/lena_std.tif')", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": 2}, {"source": "# \u30d5\u30a1\u30a4\u30eb\u306e\u60c5\u5831\u8868\u793a\nprint('size : ', img.size)\nprint('format : ', img.format) \nprint('mode : ', img.mode) \nprint('palette : ', img.palette) \nprint('info : ', img.info) ", "cell_type": "code", "outputs": [{"name": "stdout", "output_type": "stream", "text": "size : (512, 512)\nformat : TIFF\nmode : RGB\npalette : None\ninfo : {'resolution': (1.0, 1.0), 'compression': 'raw'}\n"}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 3}, {"source": "pl_img = np.array(img) ; plt.imshow( pl_img ) # \u8868\u793a", "cell_type": "code", "outputs": [{"data": {"text/plain": "<matplotlib.image.AxesImage at 0xaa37cc8c>"}, "metadata": {}, "output_type": "execute_result", "execution_count": 4}, {"data": {"image/png": 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YNsiAYYgEOTaqQKsxrblFSUNt4kDhTq6dyo3KwARqm4YzSSdlY/vwxPmjB+J8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\nemDsItbXBSdvLZqApEjlkazEIWPEEkWoPeRYdI9qhJgMzg2kLmNt2UgF6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NktQgyYekIy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RlcZ7EpV6/RCaSbMd/vabqAWx6QtscM6y0nxxsmaxHnKMOalAv7mum7UKn1bUsaIzntxssU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\nY/x/6YmXhWraSCgAAAAASUVORK5CYII=\n", "text/plain": "<matplotlib.figure.Figure at 0xaa3bd50c>"}, "output_type": "display_data", "metadata": {}}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 4}, {"source": "# \u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3092\u5909\u63db\u3057\u3066\u4fdd\u5b58\uff08\u62e1\u5f35\u5b50\u3092\u898b\u3066\u81ea\u52d5\u7684\u306b\u5224\u5b9a\u3059\u308b\uff09\nimg.save('work-image/lena.jpg') ", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": 5}, {"source": "### \u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u306e\u30b5\u30a4\u30ba\u5909\u66f4\uff08resize\uff09", "cell_type": "markdown", "metadata": {}}, {"source": "img = Image.open('work-image/lena.jpg')\n\n# \u30d5\u30a1\u30a4\u30eb\u306e\u60c5\u5831\u8868\u793a\nprint('size : ', img.size)\nprint('format : ', img.format) \nprint('mode : ', img.mode) \nprint('palette : ', img.palette) \nprint('info : ', img.info) ", "cell_type": "code", "outputs": [{"name": "stdout", "output_type": "stream", "text": "size : (512, 512)\nformat : JPEG\nmode : RGB\npalette : None\ninfo : {'jfif': 257, 'jfif_version': (1, 1), 'jfif_unit': 0, 'jfif_density': (1, 1)}\n"}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 6}, {"source": "# 200*200\u306b\u30b5\u30a4\u30ba\u5909\u66f4\nresize_img = img.resize((200,200),Image.ANTIALIAS)", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": 7}, {"source": "# \u30d5\u30a1\u30a4\u30eb\u306e\u60c5\u5831\u8868\u793a\nprint('size : ', resize_img.size)\nprint('format : ', resize_img.format) \nprint('mode : ', resize_img.mode) \nprint('palette : ', resize_img.palette) \nprint('info : ', resize_img.info) ", "cell_type": "code", "outputs": [{"name": "stdout", "output_type": "stream", "text": "size : (200, 200)\nformat : None\nmode : RGB\npalette : None\ninfo : {'jfif': 257, 'jfif_version': (1, 1), 'jfif_unit': 0, 'jfif_density': (1, 1)}\n"}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 8}, {"source": "# \u5909\u63db\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\nresize_img.save('work-image/resize_lena.jpg') ", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": 9}, {"source": "pl_img = np.array(resize_img) ; plt.imshow( pl_img ) # \u8868\u793a", "cell_type": "code", "outputs": [{"data": {"text/plain": "<matplotlib.image.AxesImage at 0xaa0df9ac>"}, "metadata": {}, "output_type": "execute_result", "execution_count": 10}, {"data": {"image/png": 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IO6U5bkJxGkNugrGHSttZWzgX4ydtbBtnFMZWaplRTdNTWKsZYJ4U2Hbg4vEL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zbj0HaRQ1kxIAQhlTAhpIUYvzL4LYzATvAoJEbF5ylDFMOQClRhCFvHxfMznj9+SSmPIJ0EeTlB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\nGoIRI0YwGoIRI0YA/wcSxGCTKEhDwAAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0xaa33c68c>"}, "output_type": "display_data", "metadata": {}}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 10}, {"source": "### \u753b\u50cf\u306e\u30c8\u30ea\u30df\u30f3\u30b0", "cell_type": "markdown", "metadata": {}}, {"source": "# \u5143\u30c7\u30fc\u30bf\uff08img\uff09\u306f\u3059\u3067\u306b\u8aad\u307f\u3053\u3093\u3067\u3042\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u30c8\u30ea\u30df\u30f3\u30b0\ntrim_img = img.crop((64,64,448,448))", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": 11}, {"source": "pl_img = np.array(trim_img) ; plt.imshow( pl_img ) # \u8868\u793a", "cell_type": "code", "outputs": [{"data": {"text/plain": "<matplotlib.image.AxesImage at 0xaa085dec>"}, "metadata": {}, "output_type": "execute_result", "execution_count": 12}, {"data": {"image/png": 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MZQIv1stS4qzKjWsn4CyX5xccXT9lcXzCW+/c43KzLamPKrdffJGbd+7QrhaI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ojpGbDG0EWSbXA6gO/FBRVqtT0rTGG0NZ17Quzs+X0yWT81OqZcVstuRiPqWyDaOdLX7lV3+V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"text/plain": "<matplotlib.figure.Figure at 0xb62c234c>"}, "output_type": "display_data", "metadata": {}}], "metadata": {"trusted": true, "collapsed": false}, "execution_count": 12}, {"source": "# \u30c8\u30ea\u30df\u30f3\u30b0\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\ntrim_img.save('work-image/trim_lena.jpg') ", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": 13}, {"source": "", "cell_type": "code", "outputs": [], "metadata": {"trusted": true, "collapsed": true}, "execution_count": null}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "version": "3.4.2", "pygments_lexer": "ipython3", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python"}}}