{"id":374,"date":"2020-12-29T18:50:55","date_gmt":"2020-12-29T18:50:55","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=374"},"modified":"2025-02-08T19:35:47","modified_gmt":"2025-02-08T19:35:47","slug":"instrumenty-python-dlya-raboty-s-izobrazheniyami","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/","title":{"rendered":"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_61 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#Scikit-image\" title=\"Scikit-image\">Scikit-image<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#NumPy\" title=\"NumPy\">NumPy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#SciPy\" title=\"SciPy\">SciPy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#PIL_%D0%BE%D0%BD_%D0%B6%D0%B5_Pillow\" title=\"PIL, \u043e\u043d \u0436\u0435&nbsp;Pillow\">PIL, \u043e\u043d \u0436\u0435&nbsp;Pillow<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#OpenCV\" title=\"OpenCV\">OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#SimpleCV\" title=\"SimpleCV\">SimpleCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#Mahotas\" title=\"Mahotas\">Mahotas<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#SimpleITK\" title=\"SimpleITK\">SimpleITK<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#Pgmagick\" title=\"Pgmagick\">Pgmagick<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#PyCairo\" title=\"PyCairo\">PyCairo<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/otus.ru\/journal\/instrumenty-python-dlya-raboty-s-izobrazheniyami\/#%D0%92%D1%8B%D0%B2%D0%BE%D0%B4\" title=\"\u0412\u044b\u0432\u043e\u0434\">\u0412\u044b\u0432\u043e\u0434<\/a><\/li><\/ul><\/nav><\/div>\n\n<p class=\"wp-block-paragraph\">\u0421\u0442\u0430\u0442\u044c\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043e\u0431\u0437\u043e\u0440 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 <strong>Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a<\/strong>, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u0438 \u043f\u043e\u043d\u044f\u0442\u043d\u043e\u0433\u043e <strong>\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439<\/strong> (image).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043c\u0438\u0440 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d \u0433\u0438\u0433\u0430\u043d\u0442\u0441\u043a\u0438\u043c\u0438 \u043e\u0431\u044a\u0435\u043c\u0430\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0440\u0438\u0447\u0435\u043c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044d\u0442\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u2014 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. \u041d\u043e \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 image, \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443 \u043d\u0430\u0434\u043e \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c. \u041f\u043e\u0434 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0432 \u0434\u0430\u043d\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u043f\u043e\u0434\u0440\u0430\u0437\u0443\u043c\u0435\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0445 \u0441 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u0432 \u0446\u0435\u043b\u044f\u0445 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 image \u043b\u0438\u0431\u043e \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0439 \u0434\u043b\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0431\u0449\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u043a\u0430\u0434\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435,<\/li>\n\n\n\n<li>\u043e\u0442\u0440\u0430\u0436\u0435\u043d\u0438\u0435,<\/li>\n\n\n\n<li>\u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f,<\/li>\n\n\n\n<li>\u0432\u0440\u0430\u0449\u0435\u043d\u0438\u0435,<\/li>\n\n\n\n<li>\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f,<\/li>\n\n\n\n<li>\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435,<\/li>\n\n\n\n<li>\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432,<\/li>\n\n\n\n<li>\u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0435\u043a\u0440\u0430\u0441\u043d\u044b\u043c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0448\u0435\u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044f\u0437\u044b\u043a \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f Python. \u0412\u0434\u043e\u0431\u0430\u0432\u043e\u043a \u043a \u044d\u0442\u043e\u043c\u0443, \u0434\u0430\u043d\u043d\u044b\u0439 \u044f\u0437\u044b\u043a \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0447\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d, \u0448\u0438\u0440\u043e\u043a\u043e \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u0435\u043d \u0438 \u043f\u043e\u0432\u0441\u0435\u043c\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043d\u0430\u0443\u0447\u043d\u043e-\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430. \u0410 \u0440\u0430\u0437 \u0442\u0430\u043a, \u0442\u043e \u043d\u0435\u0443\u0434\u0438\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u041f\u0430\u0439\u0442\u043e\u043d\u0430 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0445\u043e\u0440\u043e\u0448\u0438\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 image. \u0418\u0445 \u0438 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Scikit-image\"><\/span><strong>S<\/strong><strong>cikit-image<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u041f\u0438\u0442\u043e\u043d\u0430, \u0438\u043c\u0435\u044e\u0449\u0438\u0439 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0441 \u043c\u0430\u0441\u0441\u0438\u0432\u0430\u043c\u0438&nbsp;<a href=\"https:\/\/docs.scipy.org\/doc\/numpy\/reference\/index.html#module-numpy\" target=\"_blank\" rel=\"noreferrer noopener\">NumPy<\/a>. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0438 \u0443\u0442\u0438\u043b\u0438\u0442\u044b \u0441 \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u0432 \u043d\u0430\u0443\u0447\u043d\u043e-\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445, \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 \u0434\u0430\u0436\u0435 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u0445. \u041f\u0430\u043a\u0435\u0442 \u043f\u0440\u043e\u0441\u0442 \u0438 \u043f\u043e\u043d\u044f\u0442\u0435\u043d, \u0441 \u043d\u0438\u043c \u0441\u043f\u0440\u0430\u0432\u044f\u0442\u0441\u044f \u0434\u0430\u0436\u0435 \u043d\u043e\u0432\u0438\u0447\u043a\u0438. \u041a\u043e\u0434 \u043d\u0430\u043f\u0438\u0441\u0430\u043d \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u0441\u0442\u0432\u043e\u043c, \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0440\u0435\u0446\u0435\u043d\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0430\u043a\u0436\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0445\u043e\u0440\u043e\u0448\u043e \u0437\u0430\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u043f\u0440\u0438\u0447\u0435\u043c \u0432 <a href=\"http:\/\/scikit-image.org\/docs\/stable\/user_guide.html\">\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438<\/a> \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u043c\u043d\u043e\u0433\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0430\u043a\u0435\u0442 \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a&nbsp;skimage, \u0430 \u0431\u043e\u043b\u044c\u0448\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0440\u0430\u0441\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0434\u043c\u043e\u0434\u0443\u043b\u0435\u0439. \u041d\u0430 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u0440, \u043a\u0430\u043a\u0438\u043c \u043f\u0443\u0442\u0435\u043c \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"811\" height=\"647\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-4.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-375\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-4.png 811w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-4-300x239.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-4-150x120.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-4-768x613.png 768w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-4.png\",\"width\":\"811\",\"height\":\"647\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"NumPy\"><\/span><strong>NumPy<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0434\u043d\u0430 \u0438\u0437 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0438 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0441\u0441\u0438\u0432\u044b. \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0439 <strong>NumPy<\/strong>-\u043c\u0430\u0441\u0441\u0438\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u0438\u043a\u0441\u0435\u043b\u0438 \u0442\u043e\u0447\u0435\u043a \u0434\u0430\u043d\u043d\u044b\u0445. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 NumPy-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 (\u0441\u0440\u0435\u0437\u043e\u0432, \u043c\u0430\u0441\u043e\u043a, \u0438\u043d\u0434\u0435\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f) \u0435\u0441\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043c\u0435\u043d\u044f\u0442\u044c \u043f\u0438\u043a\u0441\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. \u041d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e image \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044e skimage&nbsp;\u043b\u0438\u0431\u043e \u043e\u0442\u043e\u0431\u0440\u0430\u0437\u0438\u0442\u044c \u0447\u0435\u0440\u0435\u0437&nbsp;Matplotlib.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0441\u0435 \u043d\u0443\u0436\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0435\u0441\u0442\u044c \u043d\u0430 <a href=\"https:\/\/www.numpy.org\/\">\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0441\u0430\u0439\u0442\u0435<\/a> NumPy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u043e\u0442 \u043a\u0430\u043a\u0438\u043c \u043f\u0443\u0442\u0435\u043c \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u043a\u0443 image \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e NumPy:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"718\" height=\"707\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_2-3.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-376\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_2-3.png 718w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_2-3-300x295.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_2-3-150x148.png 150w\" sizes=\"auto, (max-width: 718px) 100vw, 718px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_2-3.png\",\"width\":\"718\",\"height\":\"707\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0430\u043a \u0432\u0438\u0434\u0438\u043c, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0442\u044c \u0432\u043d\u0435\u0448\u043d\u043e\u0441\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441 \u043a\u0430\u043c\u0435\u0440\u043e\u0439 \u0442\u0435\u043f\u0435\u0440\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SciPy\"><\/span><strong>SciPy<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>SciPy <\/strong>&#8212; \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u0432\u0430\u0436\u043d\u044b\u0439 \u043d\u0430\u0443\u0447\u043d\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c, \u0441\u0440\u0430\u0432\u043d\u0438\u043c\u044b\u0439 \u0441 NumPy. \u041e\u043d \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0440\u0435\u0448\u0430\u0442\u044c \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e. \u041a \u043f\u0440\u0438\u043c\u0435\u0440\u0443, \u0432 \u043f\u043e\u0434\u043c\u043e\u0434\u0443\u043b\u0435&nbsp;<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/ndimage.html#module-scipy.ndimage\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>scipy.ndimage<\/strong><\/a>&nbsp;\u0435\u0441\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0435 \u0432 n-\u043c\u0435\u0440\u043d\u044b\u0445 NumPy-\u043c\u0430\u0441\u0441\u0438\u0432\u0430\u0445. \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439\/\u043d\u0435\u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438, \u0438\u043d\u0442\u0435\u0440\u043f\u043e\u043b\u044f\u0446\u0438\u0438 \u0412-\u0441\u043f\u043b\u0430\u0439\u043d\u0430\u043c\u0438, \u0431\u0438\u043d\u0430\u0440\u043d\u043e\u0439 \u043c\u043e\u0440\u0444\u043e\u043b\u043e\u0433\u0438\u0438 \u0438 \u043f\u0440. \u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0432&nbsp;<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/tutorial\/ndimage.html#correlation-and-convolution\" target=\"_blank\" rel=\"noreferrer noopener\">\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a SciPy \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0440\u0430\u0437\u043c\u044b\u0442\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c&nbsp;\u0444\u0438\u043b\u044c\u0442\u0440\u0430 \u0413\u0430\u0443\u0441\u0441\u0430:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"803\" height=\"482\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_3-4.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-377\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_3-4.png 803w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_3-4-300x180.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_3-4-150x90.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_3-4-768x461.png 768w\" sizes=\"auto, (max-width: 803px) 100vw, 803px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_3-4.png\",\"width\":\"803\",\"height\":\"482\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"PIL_%D0%BE%D0%BD_%D0%B6%D0%B5_Pillow\"><\/span><strong>PIL, \u043e\u043d \u0436\u0435&nbsp;Pillow<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PIL&nbsp;<\/strong>\u2014 \u044d\u0442\u043e Python Imaging Library \u0438 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0430\u044f \u0434\u043b\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f, \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u041d\u0435\u043f\u0440\u0438\u044f\u0442\u043d\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u0435\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430\u0441\u044c, \u043f\u0440\u0438\u0447\u0435\u043c \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0438\u043b\u043e \u0432 \u0434\u0430\u043b\u0435\u043a\u043e\u043c 2009. \u041d\u043e \u0435\u0441\u0442\u044c \u0438 \u0445\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442&nbsp;<a href=\"https:\/\/python-pillow.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Pillow<\/strong><\/a>\u200a\u2014\u200a\u0444\u043e\u0440\u043a PIL, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439. Pillow \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u041e\u0421 \u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 Python 3-\u0439 \u0432\u0435\u0440\u0441\u0438\u0438. \u0418\u043c\u0435\u0435\u0442 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0442\u043e\u0447\u0435\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430, \u0444\u0438\u043b\u044c\u0442\u0440\u044b \u0441 \u043d\u0430\u0431\u043e\u0440\u043e\u043c \u044f\u0434\u0435\u0440 \u0441\u0432\u0435\u0440\u0442\u043a\u0438 \u0438 \u043f\u0440.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432 <a href=\"https:\/\/pillow.readthedocs.io\/en\/3.1.x\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0423\u043b\u0443\u0447\u0448\u0430\u0435\u043c image \u0447\u0435\u0440\u0435\u0437 ImageFilter \u0432 Pillow:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>from PIL import Image, ImageFilter<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>#\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>im = Image.open( 'image.jpg' )<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>#\u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>im.show()<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>from PIL import ImageEnhance<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>enh = ImageEnhance.Contrast(im)<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>enh.enhance(1.8).show(\"30% more contrast\")<\/code><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"751\" height=\"393\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_4-4.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-378\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_4-4.png 751w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_4-4-300x157.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_4-4-150x78.png 150w\" sizes=\"auto, (max-width: 751px) 100vw, 751px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_4-4.png\",\"width\":\"751\",\"height\":\"393\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"OpenCV\"><\/span><strong>OpenCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0434\u043d\u0430 \u0438\u0437 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u043c\u0443 \u0437\u0440\u0435\u043d\u0438\u044e (<strong>Computer Vision<\/strong> \u2014 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0435\u0439\u0448\u0435\u0435 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u0430\u044f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438, \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0432\u0438\u0434\u0435\u043e\u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441 \u043a\u0430\u043c\u0435\u0440, \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438 \u0442. \u0434.). \u0412\u0435\u0440\u0441\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u041f\u0430\u0439\u0442\u043e\u043d\u0430 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f <a href=\"https:\/\/opencv-python-tutroals.readthedocs.io\/en\/latest\/py_tutorials\/py_setup\/py_intro\/py_intro.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>OpenCV-Python<\/strong><\/a>, \u0438 \u0438\u043c\u0435\u043d\u043d\u043e Python\u00ad-\u043e\u0431\u0435\u0440\u0442\u043a\u0430 \u0432\u043e \u0444\u0440\u043e\u043d\u0442\u0435\u043d\u0434\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043b\u0435\u0433\u043a\u043e\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443. \u041e\u0442\u043b\u0438\u0447\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u043d\u0430\u0433\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c, \u0440\u0430\u0431\u043e\u0442\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 Computer Vision. \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e <a href=\"https:\/\/github.com\/abidrahmank\/OpenCV2-Python-Tutorials\">\u0437\u0434\u0435\u0441\u044c<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430 jpg-\u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0435 \u043d\u0438\u0436\u0435 \u2014 \u043f\u0440\u0438\u043c\u0435\u0440 \u043d\u0430\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043f\u0438\u0440\u0430\u043c\u0438\u0434 \u0441 \u0446\u0435\u043b\u044c\u044e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u043e\u0432\u043e\u0433\u043e \u0444\u0440\u0443\u043a\u0442\u0430.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"535\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_5-3.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-379\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_5-3.png 500w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_5-3-280x300.png 280w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_5-3-140x150.png 140w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_5-3.png\",\"width\":\"500\",\"height\":\"535\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SimpleCV\"><\/span><strong>SimpleCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f Computer Vision-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. \u0421 \u043d\u0438\u043c \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0440\u044f\u0434\u0443 \u043c\u043e\u0449\u043d\u044b\u0445 CV-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a (\u043a \u0442\u043e\u043c\u0443 \u0436\u0435 OpenCV) \u0431\u0435\u0437 \u043d\u0430\u0434\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u0433\u043b\u0443\u0431\u0438\u043d\u044b \u0446\u0432\u0435\u0442\u0430, \u0446\u0432\u0435\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432, \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 \u0438 \u0442. \u0434. \u041a\u0440\u0438\u0432\u0430\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u043c\u0435\u043d\u044c\u0448\u0435, \u0447\u0435\u043c \u0432 OpenCV, \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0441\u043b\u043e\u0433\u0430\u043d \u2014 \u00ab\u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0440\u043e\u0449\u0435\u00bb. \u0422\u0430\u043a\u0436\u0435 \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u043f\u0440\u043e\u0441\u0442\u044b\u0435 CV-\u0442\u0435\u0441\u0442\u044b c\u043c\u043e\u0433\u0443\u0442 \u043f\u0438\u0441\u0430\u0442\u044c \u0434\u0430\u0436\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438;<\/li>\n\n\n\n<li>\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438 (images), \u043d\u043e \u0438 \u0441 \u043a\u0430\u043c\u0435\u0440\u043e\u0439 (camera), \u0432\u0438\u0434\u0435\u043e\u0444\u0430\u0439\u043b\u0430\u043c\u0438, \u0432\u0438\u0434\u0435\u043e\u043f\u043e\u0442\u043e\u043a\u0430\u043c\u0438.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410 \u0432\u043e\u0442 \u0438 \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f&nbsp;<a href=\"https:\/\/simplecv.readthedocs.io\/en\/latest\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f<\/a>, \u0433\u0434\u0435 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u043c\u043d\u043e\u0433\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432. \u041e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u2014 \u043d\u0430 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u043d\u0438\u0436\u0435:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"460\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_6-4.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-380\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_6-4.png 800w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_6-4-300x173.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_6-4-150x86.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_6-4-768x442.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_6-4.png\",\"width\":\"800\",\"height\":\"460\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Mahotas\"><\/span><strong>Mahotas<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0447\u0435\u0440\u0435\u0434\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 Python \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 Computer Vision. \u0412\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u043a\u0430\u043a \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 (\u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f, \u043c\u043e\u0440\u0444\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438), \u0442\u0430\u043a \u0438 \u0431\u043e\u043b\u0435\u0435 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CV-\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0442\u044c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u0438 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c \u043e\u0441\u043e\u0431\u044b\u0435 \u0442\u043e\u0447\u043a\u0438 \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0435\u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0440\u044b. Python-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u0430 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0421++. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 Mahotas \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u0431\u044b\u0441\u0442\u0440\u0443\u044e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438. \u0412 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 <a href=\"https:\/\/openresearchsoftware.metajnl.com\/articles\/10.5334\/jors.ac\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 <\/a>\u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u0434\u0430\u0436\u0435 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0435 \u0443\u0440\u043e\u043a\u0438 \u043f\u043e \u043e\u0441\u0432\u043e\u0435\u043d\u0438\u044e.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447 \u043f\u043e \u043f\u043e\u0438\u0441\u043a\u0443&nbsp; \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u043a\u043e\u0434\u0430. \u041d\u0430 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0435 jpg \u043d\u0438\u0436\u0435 \u043c\u043e\u0436\u043d\u043e \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u043f\u043e\u0438\u0441\u043a\u0443 \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c \u00ab\u0413\u0434\u0435 \u0423\u043e\u043b\u043b\u0438?\u00bb. \u0414\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043a\u043e\u0434\u0430. &nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"703\" height=\"692\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_7-3.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-381\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_7-3.png 703w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_7-3-300x295.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_7-3-150x148.png 150w\" sizes=\"auto, (max-width: 703px) 100vw, 703px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_7-3.png\",\"width\":\"703\",\"height\":\"692\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430 \u0440\u0438\u0441\u0443\u043d\u043a\u0435 \u043d\u0438\u0436\u0435 \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u043e\u0438\u0441\u043a\u0430:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"450\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-5.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-382\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-5.png 600w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-5-300x225.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-5-150x113.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_1-5.png\",\"width\":\"600\",\"height\":\"450\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SimpleITK\"><\/span><strong>SimpleITK<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ITK \u2014 \u043a\u0440\u043e\u0441\u0441\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 image. <strong>SimpleITK\u200a<\/strong>\u2014 \u044d\u0442\u043e\u200a \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u0441\u0442\u0440\u043e\u0435\u043d \u043f\u043e\u0432\u0435\u0440\u0445 ITK. \u041e\u043d \u043e\u0431\u043b\u0435\u0433\u0447\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u043e\u0439 \u0438 \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u0438\u043c\u0435\u044e\u0449\u0438\u0445 \u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442 \u043e\u0431\u0449\u0443\u044e \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044e, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u044e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439. SimpleITK \u043d\u0430\u043f\u0438\u0441\u0430\u043d \u043d\u0430 C++, \u043e\u0434\u043d\u0430\u043a\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0438 \u0434\u043b\u044f \u0434\u0440\u0443\u0433\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0438 Python.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 SimpleITK \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c, \u043a \u043f\u0440\u0438\u043c\u0435\u0440\u0443, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f <a href=\"https:\/\/insightsoftwareconsortium.github.io\/SimpleITK-Notebooks\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jupyter Notebook<\/a>. \u0422\u0430\u043c \u0436\u0435 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0441 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u044f\u0437\u044b\u043a\u043e\u0432 Python \u0438 R.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430 \u0430\u043d\u0438\u043c\u0430\u0446\u0438\u0438 \u043d\u0438\u0436\u0435\u200a \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0438 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u041a\u0422- \u0438 \u041c\u0420\u0422-\u0441\u043d\u0438\u043c\u043a\u043e\u0432. \u0414\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0438 <a href=\"https:\/\/github.com\/InsightSoftwareConsortium\/SimpleITK-Notebooks\/blob\/master\/Utilities\/intro_animation.py\">\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/1_cDugfDRKq1Ny9T1SVMvYtA-1024x455.gif\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-383\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/1_cDugfDRKq1Ny9T1SVMvYtA-1024x455.gif 1024w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/1_cDugfDRKq1Ny9T1SVMvYtA-300x133.gif 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/1_cDugfDRKq1Ny9T1SVMvYtA-150x67.gif 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/1_cDugfDRKq1Ny9T1SVMvYtA-768x341.gif 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/1_cDugfDRKq1Ny9T1SVMvYtA-1024x455.gif\",\"width\":\"1024\",\"height\":\"455\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Pgmagick\"><\/span>Pgmagick<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0431\u0435\u0440\u0442\u043a\u0430 \u0434\u043b\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 <strong>GraphicsMagick <\/strong>\u2014 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043f\u043e\u0440\u043e\u0439 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442 &#171;\u0448\u0432\u0435\u0439\u0446\u0430\u0440\u0441\u043a\u0438\u043c \u043d\u043e\u0436\u043e\u043c&#187; \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 image. \u0422\u0443\u0442 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043b\u043b\u0435\u043a\u0446\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442 \u0437\u0430\u043f\u0438\u0441\u044c, \u0447\u0442\u0435\u043d\u0438\u0435 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438 \u0432 \u0434\u0435\u0441\u044f\u0442\u043a\u0430\u0445 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 (GIF, JPEG, PNG, PDF, TIFF \u0438 \u043f\u0440.). \u0415\u0441\u0442\u044c \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0435\u00a0<a href=\"https:\/\/pgmagick.readthedocs.io\/en\/latest\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f<\/a> \u0438 <a href=\"https:\/\/github.com\/hhatto\/pgmagick\" target=\"_blank\" rel=\"noreferrer noopener\">\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 Github<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u043d\u0438\u0436\u0435 \u043c\u043e\u0436\u043d\u043e \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u0442\u0430\u043a\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043a\u0430\u043a \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0443\u0440\u043e\u0432:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"531\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_8-3.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-384\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_8-3.png 768w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_8-3-300x207.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_8-3-150x104.png 150w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_8-3.png\",\"width\":\"768\",\"height\":\"531\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"541\" height=\"282\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_9-2.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-385\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_9-2.png 541w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_9-2-300x156.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_9-2-150x78.png 150w\" sizes=\"auto, (max-width: 541px) 100vw, 541px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_9-2.png\",\"width\":\"541\",\"height\":\"282\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"PyCairo\"><\/span><strong>PyCairo<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u0443\u0436\u0435 \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u043e\u043a \u041f\u0430\u0439\u0442\u043e\u043d-\u043a\u043e\u0434\u0430 \u0434\u043b\u044f \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438&nbsp;<a href=\"https:\/\/cairographics.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Cairo<\/strong><\/a>. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u044f\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 2D-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u0440\u043e\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0433\u0440\u0430\u0444\u0438\u043a\u0438. \u0421\u0430\u043c\u0430 \u043f\u043e \u0441\u0435\u0431\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u0430 \u0442\u0435\u043c \u0444\u0430\u043a\u0442\u043e\u043c, \u0447\u0442\u043e \u043e\u043d\u0430 \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0432\u043e\u044e \u0447\u0435\u0442\u043a\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u0432 \u043b\u0438\u0431\u043e \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u041c\u043e\u0436\u043d\u043e \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u0438 Cairo-\u043a\u043e\u043c\u0430\u043d\u0434\u044b. \u0412\u0432\u043e\u0434\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e <a href=\"https:\/\/pycairo.readthedocs.io\/en\/latest\/tutorial.html\">\u0437\u0434\u0435\u0441\u044c<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u043e\u0442 \u043a\u0430\u043a\u0438\u043c \u043f\u0443\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0430 \u043b\u0438\u043d\u0438\u0439, \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0444\u0438\u0433\u0443\u0440 \u0438 \u0440\u0430\u0434\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u043e\u0432:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"247\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_10-3.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-386\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_10-3.png 800w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_10-3-300x93.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_10-3-150x46.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_10-3-768x237.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Screenshot_10-3.png\",\"width\":\"800\",\"height\":\"247\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%92%D1%8B%D0%B2%D0%BE%D0%B4\"><\/span>\u0412\u044b\u0432\u043e\u0434<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0435\u0433\u043e\u0434\u043d\u044f \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043c\u043d\u043e\u0433\u043e \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0445 \u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0432 Python (GIF, JPEG, PNG, PDF, TIFF \u0438 \u043f\u0440.). \u041f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0443 \u044d\u0442\u0438\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0440\u0430\u0437\u043d\u0430\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0438\u0437 \u043d\u0438\u0445, \u0447\u0442\u043e\u0431\u044b \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0443\u0434\u043e\u0431\u043d\u0443\u044e \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443, \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0443\u044e \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0430\u043a\u0436\u0435 \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 Python:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/otus.ru\/lessons\/python-professional\/?utm_source=blog&amp;utm_medium=affilate&amp;utm_campaign=python\"><img loading=\"lazy\" decoding=\"async\" width=\"970\" height=\"90\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Python_970x90-20219-8b1a8e-2.png\" alt=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438\" class=\"wp-image-387\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Python_970x90-20219-8b1a8e-2.png 970w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Python_970x90-20219-8b1a8e-2-300x28.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Python_970x90-20219-8b1a8e-2-150x14.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Python_970x90-20219-8b1a8e-2-768x71.png 768w\" sizes=\"auto, (max-width: 970px) 100vw, 970px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2020\/12\/Python_970x90-20219-8b1a8e-2.png\",\"width\":\"970\",\"height\":\"90\"}<\/script><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nuancesprog.ru\/p\/4144\/\">\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0421\u0442\u0430\u0442\u044c\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043e\u0431\u0437\u043e\u0440 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u0438 \u043f\u043e\u043d\u044f\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 (image). \u0421\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043c\u0438\u0440 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d \u0433\u0438\u0433\u0430\u043d\u0442\u0441\u043a\u0438\u043c\u0438 \u043e\u0431\u044a\u0435\u043c\u0430\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0440\u0438\u0447\u0435\u043c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044d\u0442\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u2014 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. \u041d\u043e \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 image, \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443 \u043d\u0430\u0434\u043e \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c. \u041f\u043e\u0434 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0432 \u0434\u0430\u043d\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u043f\u043e\u0434\u0440\u0430\u0437\u0443\u043c\u0435\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0445 \u0441 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u0432 \u0446\u0435\u043b\u044f\u0445 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":479,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[27],"class_list":["post-374","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-polza","tag-python"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0421\u0442\u0430\u0442\u044c\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043e\u0431\u0437\u043e\u0440 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u0438 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