{"id":2217,"date":"2024-06-13T15:25:12","date_gmt":"2024-06-13T07:25:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=2217"},"modified":"2025-02-14T15:34:04","modified_gmt":"2025-02-14T07:34:04","slug":"%e3%80%90%e8%af%be%e7%a8%8b%e6%80%bb%e7%bb%93%e3%80%91day8%ef%bc%88%e4%b8%8b%ef%bc%89%ef%bc%9a%e8%ae%a1%e7%ae%97%e6%9c%ba%e8%a7%86%e8%a7%89%e5%9f%ba%e7%a1%80%e5%85%a5%e9%97%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=2217","title":{"rendered":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day8\uff08\u4e0b\uff09\uff1a\u8ba1\u7b97\u673a\u89c6\u89c9\u57fa\u7840\u5165\u95e8"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/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 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class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=2217\/#%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\" >\u53c2\u8003\u8d44\u6599<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84\"><\/span>\u6570\u636e\u7ed3\u6784<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613114140997.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613114140997.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u673a\u5668\u53ef\u4ee5\u5904\u7406\u7684\u6570\u636e\u7c7b\u578b\u5982\u4e0a\u56fe\uff0c\u5927\u7ea6\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0a\u7c7b\u522b\u3002\u5176\u4e2d\u8f83\u4e3a\u5e38\u7528\u7684\u6570\u636e\u7c7b\u522b\u6709\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E8%A1%A8%E6%A0%BC%E7%B1%BB%E6%95%B0%E6%8D%AE\"><\/span>\u8868\u683c\u7c7b\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u6570\u636e\u7279\u70b9\uff1a\n<ul>\n<li>\u6210\u884c\u6210\u5217\uff1a\u4e00\u884c\u4e00\u4e2a\u6837\u672c\uff0c\u4e00\u5217\u4e00\u4e2a\u7279\u5f81<\/li>\n<li>\u7279\u5f81\u4e4b\u95f4\u76f8\u4e92\u72ec\u7acb\uff0c\u4e92\u4e0d\u5f71\u54cd<\/li>\n<\/ul>\n<\/li>\n<li>\u89e3\u51b3\u529e\u6cd5\uff1a\n<ul>\n<li>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/li>\n<li>\u6df1\u5ea6\u5b66\u4e60(\u5168\u8fde\u63a5\u7f51\u7edc)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E6%97%B6%E5%BA%8F%E7%B1%BB%E6%95%B0%E6%8D%AE_sequential_data%EF%BC%9A\"><\/span>\u65f6\u5e8f\u7c7b\u6570\u636e sequential data\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u6570\u636e\u7279\u70b9\uff1a\n<ul>\n<li>\u4e00\u7ef4\u4fe1\u53f7\uff1a\u5728\u4e00\u4e2a\u65b9\u5411\u4e0a\uff0c\u4e0d\u80fd\u968f\u4fbf\u6539\u53d8\u987a\u5e8f<\/li>\n<li>\u7279\u5f81\u4e4b\u95f4\u5b58\u5728\u67d0\u79cd\u524d\u540e\u4f9d\u8d56\u5173\u7cfb<\/li>\n<li>\u7279\u5f81\u4e4b\u95f4\u4e0d\u662f\u76f8\u4e92\u72ec\u7acb<\/li>\n<\/ul>\n<\/li>\n<li>\u6570\u636e\u4e3e\u4f8b\uff1a<\/li>\n<\/ul>\n<blockquote>\n<ul>\n<li>\n<p>\u81ea\u7136\u8bed\u8a00\uff1a&quot;\u6211\u6253\u4f60&quot;\u548c&quot;\u4f60\u6253\u6211&quot;\uff0c\u8bcd\u662f\u4e00\u6837\u7684\uff0c\u4f46\u662f\u6709\u5148\u540e\u987a\u5e8f\uff0c\u8868\u8fbe\u7684\u610f\u601d\u662f\u4e0d\u4e00\u6837\u7684<\/p>\n<\/li>\n<li>\n<p>\u80a1\u7968<\/p>\n<\/li>\n<li>\n<p>\u58f0\u97f3<\/p>\n<\/li>\n<li>\n<p>\u97f3\u4e50<\/p>\n<p>&#8230;<\/p>\n<\/li>\n<\/ul>\n<\/blockquote>\n<ul>\n<li>\u89e3\u51b3\u529e\u6cd5\uff1a\n<ul>\n<li>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc<\/li>\n<li>RNN<\/li>\n<li>transformer<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E5%9B%BE%E5%83%8F%E7%B1%BB%E6%95%B0%E6%8D%AE_image_data\"><\/span>\u56fe\u50cf\u7c7b\u6570\u636e image data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<p>\u6570\u636e\u7279\u70b9\uff1a<\/p>\n<ul>\n<li>\u4e8c\u7ef4\u4fe1\u53f7\uff1a\u5728\u4e24\u4e2a\u65b9\u5411\u4e0a\uff0c\u4e0d\u80fd\u968f\u610f\u6539\u53d8\u987a\u5e8f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6570\u636e\u4e3e\u4f8b\uff1a<\/p>\n<ul>\n<li>\n<p>\u76f8\u673a\u62cd\u6444<\/p>\n<\/li>\n<li>\n<p>\u7ea2\u5916\u7ebf\u6210\u50cf<\/p>\n<\/li>\n<li>\n<p>\u96f7\u8fbe\u6210\u50cf<\/p>\n<\/li>\n<li>\n<p>X\u5149\u6210\u50cf<\/p>\n<\/li>\n<\/ul>\n<p>&#8230;<\/p>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%9B%BE%E5%83%8F%E6%95%B0%E6%8D%AE%E6%93%8D%E4%BD%9C\"><\/span>\u56fe\u50cf\u6570\u636e\u64cd\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E8%AF%BB%E5%8F%96%E6%96%B9%E5%BC%8F\"><\/span>\u8bfb\u53d6\u65b9\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8opencv%E8%AF%BB%E5%8F%96%E5%9B%BE%E7%89%87\"><\/span>\u4f7f\u7528opencv\u8bfb\u53d6\u56fe\u7247<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">import cv2\n# \u8bfb\u53d6\u56fe\u50cf\nimg = cv2.imread(&#039;.\/beauty.png&#039;, 1)\n\nprint(type(img))\n# [H, W, C]\n# H: Height \u9ad8\u5ea6\n# W: Width \u5bbd\u5ea6\n# C: Channel \u901a\u9053\u6570\n# OpenCV\u901a\u9053\u6392\u5e03\uff1aBGR\u6a21\u5f0f\n# Matplotlib\u901a\u9053\u6392\u5e03\uff1aRGB\u6a21\u5f0f\nprint(img.shape)\n\n# \u663e\u793a\u56fe\u50cf\ncv2.imshow(&#039;image&#039;, mat=img)\n\n# \u7b49\u5f85\u952e\u76d8\u8f93\u5165\ncv2.waitKey(delay=3000)\n<\/code><\/pre>\n<blockquote>\n<ol>\n<li>\u5982\u679c\u672a\u5b89\u88c5opencv\uff0c\u9700\u8981\u8bbf\u95eepypi.org\uff0c\u641c\u7d22opencv-python\u83b7\u53d6\u5b89\u88c5\u547d\u4ee4\u3002<\/li>\n<li>\u5b89\u88c5\u547d\u4ee4\u4e00\u822c\u4e3a\uff1apip install opencv-python<\/li>\n<li>\u5982\u679c\u6709\u591a\u4e2aPython\u73af\u5883\uff0c\u9700\u8981\u6ce8\u610f\u5b89\u88c5\u65f6\u8fd0\u884c\u7684\u547d\u4ee4\u884c\uff0c\u8be6\u60c5\u8bf7\u89c1<a href=\"https:\/\/17aitech.com\/?p=2102\">pip\u5b89\u88c5\u5e38\u89c1\u95ee\u9898<\/a><\/li>\n<\/ol>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8matplotlib%E8%AF%BB%E5%8F%96%E5%9B%BE%E7%89%87\"><\/span>\u4f7f\u7528matplotlib\u8bfb\u53d6\u56fe\u7247<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">from matplotlib import pyplot as plt\nimport numpy as np\n\n# \u8bfb\u53d6\u56fe\u50cf\nimg = plt.imread(&#039;beauty.png&#039;)\n\nprint(type(img))\nprint(img.shape)\nprint(img.size)\n\n# \u663e\u793a\u56fe\u50cf\nplt.imshow(img)\n\n# \u663e\u793a\u7ed3\u679c\nplt.show()\n<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8PIL%E8%AF%BB%E5%8F%96%E5%9B%BE%E7%89%87\"><\/span>\u4f7f\u7528PIL\u8bfb\u53d6\u56fe\u7247<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">from PIL import Image\n\n# \u8bfb\u53d6\u56fe\u50cf\nimg = Image.open(&#039;beauty.png&#039;)\n\n# \u663e\u793a\u56fe\u50cf\nimg.show()<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E4%B8%89%E7%A7%8D%E5%BA%93%E7%9A%84%E5%AF%B9%E6%AF%94\"><\/span>\u4e09\u79cd\u5e93\u7684\u5bf9\u6bd4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<table>\n<thead>\n<tr>\n<th>\u5e93<\/th>\n<th>\u4f18\u70b9<\/th>\n<th>\u7f3a\u70b9<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>OpenCV<\/td>\n<td>&#8211; \u4e13\u95e8\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1<br \/>&#8211; \u901f\u5ea6\u5feb<br \/>&#8211; \u652f\u6301\u591a\u79cd\u56fe\u50cf\u683c\u5f0f\u7684\u8bfb\u53d6\u548c\u4fdd\u5b58<\/td>\n<td>&#8211; \u5bf9\u4e8e\u7b80\u5355\u7684\u56fe\u50cf\u663e\u793a\u529f\u80fd\u4e0d\u5982 Matplotlib<\/td>\n<td>&#8211; \u5b9e\u65f6\u56fe\u50cf\u5904\u7406\u3001\u89c6\u9891\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>Matplotlib<\/td>\n<td>&#8211; \u5f3a\u5927\u7684\u7ed8\u56fe\u5e93<br \/>&#8211; \u652f\u6301\u5404\u79cd\u56fe\u5f62\u7ed8\u5236<br \/>&#8211; \u65b9\u4fbf\u8fdb\u884c\u56fe\u50cf\u7684\u5c55\u793a\u3001\u5206\u6790\u548c\u53ef\u89c6\u5316<\/td>\n<td>&#8211; \u56fe\u50cf\u5904\u7406\u548c\u64cd\u4f5c\u529f\u80fd\u76f8\u5bf9\u8f83\u5c11\uff0c\u4e0d\u5982 OpenCV<\/td>\n<td>&#8211; \u6570\u636e\u53ef\u89c6\u5316\u3001\u56fe\u50cf\u5c55\u793a\u3001\u7b80\u5355\u56fe\u50cf\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>PIL\uff08Pillow\uff09<\/td>\n<td>&#8211; \u63d0\u4f9b\u4e30\u5bcc\u7684\u56fe\u50cf\u5904\u7406\u529f\u80fd<br \/>&#8211; \u652f\u6301\u56fe\u50cf\u7684\u6253\u5f00\u3001\u4fdd\u5b58\u3001\u526a\u88c1\u3001\u65cb\u8f6c\u7b49\u64cd\u4f5c<br \/>&#8211; \u65b9\u4fbf\u8fdb\u884c\u56fe\u50cf\u5904\u7406\u548c\u8f6c\u6362<\/td>\n<td>&#8211; \u5bf9\u4e8e\u590d\u6742\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u529f\u80fd\u4e0d\u5982 OpenCV<\/td>\n<td>&#8211; \u56fe\u50cf\u5904\u7406\u3001\u56fe\u50cf\u7f16\u8f91\u3001\u7b80\u5355\u56fe\u50cf\u8bc6\u522b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"%E6%BB%A4%E6%B3%A2%E5%A4%84%E7%90%86\"><\/span>\u6ee4\u6ce2\u5904\u7406<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%E5%9D%87%E5%80%BC%E6%BB%A4%E6%B3%A2\"><\/span>\u5747\u503c\u6ee4\u6ce2<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5148\u8fd0\u884c\u4e00\u6bb5\u4ee3\u7801\uff0c\u67e5\u770b\u56fe\u7247\u663e\u793a\u6548\u679c<\/p>\n<pre><code class=\"language-python\">import cv2\nimport numpy as np\n\n# \u8bfb\u53d6\u56fe\u50cf\nimg = cv2.imread(&#039;beauty.png&#039;)\n\n# \u4e0d\u540c\u7684 N \u503c\nkernel_sizes = [3, 5, 7, 11, 15]\n\n# \u5904\u7406\u4e0d\u540c\u7684 N \u503c\u60c5\u51b5\nfor N in kernel_sizes:\n    # \u521b\u5efa\u5747\u503c\u6ee4\u6ce2\u6838\n    kernel = np.ones((N, N)) \/ N**2\n    img_filtered = cv2.filter2D(src=img, ddepth=-1, kernel=kernel)\n\n    # \u663e\u793a\u56fe\u50cf\n    cv2.imshow(f&#039;Filtered Image N={N}&#039;, img_filtered)\n\n# \u7b49\u5f85\u952e\u76d8\u8f93\u5165\u548c\u5173\u95ed\u7a97\u53e3\ncv2.waitKey(0)\ncv2.destroyAllWindows()<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613141235931.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613141235931.png\" alt=\"\" \/><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\u56fe\u7247\u4ece\u5de6\u5411\u53f3\u4f9d\u6b21\u53d8\u5f97\u6a21\u7cca\uff0c\u8fd9\u662f\u56e0\u4e3a\u4ee3\u7801\u4e2d\u5bf9\u56fe\u50cf\u8fdb\u884c\u4e86\u6ee4\u6ce2\u5904\u7406\u3002<\/p>\n<ul>\n<li>\n<p>\u5b9a\u4e49\uff1a\u56fe\u50cf\u6ee4\u6ce2\uff0c\u5373\u5728\u5c3d\u91cf\u4fdd\u7559\u56fe\u50cf\u7ec6\u8282\u7279\u5f81\u7684\u6761\u4ef6\u4e0b\u5bf9\u76ee\u6807\u56fe\u50cf\u7684\u566a\u58f0\u8fdb\u884c\u6291\u5236\uff0c\u662f\u56fe\u50cf\u9884\u5904\u7406\u4e2d\u4e0d\u53ef\u7f3a\u5c11\u7684\u64cd\u4f5c\uff0c\u5176\u5904\u7406\u6548\u679c\u7684\u597d\u574f\u5c06\u76f4\u63a5\u5f71\u54cd\u5230\u540e\u7eed\u56fe\u50cf\u5904\u7406\u548c\u5206\u6790\u7684\u6709\u6548\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u539f\u7406\uff1a<\/p>\n<blockquote>\n<p>\u4ee5\u5747\u503c\u6ee4\u6ce2\u4e3a\u4f8b\uff1a<\/p>\n<p>1\u3001\u539f\u56fe\u4e0e\u4e00\u4e2a\u7ed9\u5b9a\u7684\u6a21\u677f(\u4f8b\u59823\u00d73)\uff0c\u8fdb\u884c\u4e24\u4e2a\u77e9\u9635\u70b9\u4e58\u4e4b\u540e\u518d\u76f8\u52a0\u3002<\/p>\n<p>2\u3001\u7136\u540e\u4f9d\u6b21\u5411\u53f3\u79fb\u52a8\u4e00\u5217\uff0c\u91cd\u590d1\u6b65\u9aa4\u7684\u8ba1\u7b97\uff0c\u76f4\u5230\u8fbe\u5230\u56fe\u7247\u7684\u53f3\u4fa7\u8fb9\u754c\u4e4b\u540e\uff0c\u518d\u5411\u4e0b\u4e00\u884c\u3002<\/p>\n<p>\u4ee5\u4e0a\u64cd\u4f5c\u5373\u4e3a\u5377\u79ef\u64cd\u4f5c\u3002<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613142115332.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613142115332.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E8%87%AA%E5%AE%9A%E4%B9%89%E5%8D%B7%E7%A7%AF%E6%A0%B8\"><\/span>\u81ea\u5b9a\u4e49\u5377\u79ef\u6838<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5377\u79ef\u6838\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-python\">kernel = np.array([[-1,-1,-1],[0,0,0],[1,1,1]])\n# \u76f8\u5f53\u4e8e\u5982\u4e0b3\u00d73\u7684\u77e9\u9635\n# \u5377\u79ef\u6838\u7684\u4e2d\u95f4\u884c\u4e3a\u96f6\uff0c\u7b2c\u4e00\u884c\u4e3a\u8d1f\u6570\uff0c\u7b2c\u4e8c\u884c\u4e3a\u6b63\u6570\u3002\n# [-1, -1, -1]\n# [0 , 0 , 0 ]\n# [1 , 1 , 1 ]<\/code><\/pre>\n<p>\u8fd9\u6837\u53ef\u4ee5\u7a81\u51fa\u56fe\u50cf\u4e2d\u5782\u76f4\u65b9\u5411\u50cf\u7d20\u6709\u7a81\u53d8\u7684\u60c5\u51b5\u3002\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613143658251.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613143658251.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u5982\u679c\u50cf\u7d20\u76f8\u540c\uff0c\u7ecf\u8fc7\u4e0a\u9762\u5377\u79ef\u6838\u7684\u8fd0\u7b97\u5c31\u4f1a\u4e0a\u4e0b\u50cf\u7d20\u62b5\u6d88\u4e3a0\uff0c\u53d8\u6210\u9ed1\u8272\uff1b<\/p>\n<p>\u5982\u679c\u50cf\u7d20\u4e0d\u540c\uff0c\u7ecf\u8fc7\u4e0a\u9762\u5377\u79ef\u6838\u7684\u8fd0\u7b97\u5c31\u4f1a\u628a\u5dee\u5f02\u653e\u5927\u62bd\u53d6\u51fa\u6765\uff0c\u4ece\u800c\u51f8\u663e\u51fa\u50cf\u7d20\u7684\u7a81\u53d8\u3002<\/p>\n<\/blockquote>\n<p>\u5982\u679c\u6211\u4eec\u628a\u5377\u79ef\u6838\u8f6c\u7f6e\u4e00\u4e0b\uff1a<\/p>\n<pre><code class=\"language-python\">kernel = np.array([[-1,-1,-1],[0,0,0],[1,1,1]])\nkernel = kernel.T\n# \u76f8\u5f53\u4e8e\u5982\u4e0b3\u00d73\u7684\u77e9\u9635\n# [-1, 0 , 1 ]\n# [-1, 0 , 1 ]\n# [-1, 0 , 1 ]<\/code><\/pre>\n<p>\u8fd9\u6837\u53ef\u4ee5\u7a81\u51fa\u56fe\u50cf\u4e2d\u6c34\u5e73\u65b9\u5411\u50cf\u7d20\u6709\u7a81\u53d8\u7684\u60c5\u51b5\uff0c\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613144539092.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613144539092.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5982\u679c\u6211\u4eec\u628a\u5377\u79ef\u6838\u53d8\u4e3a\u5982\u4e0b\u65b9\u5f0f\uff1a<\/p>\n<pre><code class=\"language-python\">kernel = np.array([[-1,-1,-1],[-1,8,-1],[-1,-1,-1]])\n# \u76f8\u5f53\u4e8e\u5982\u4e0b3\u00d73\u7684\u77e9\u9635\n# [-1, -1, -1 ]\n# [-1,  8, -1 ]\n# [-1, -1, -1 ]<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613145008459.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240613145008459.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u4e0a\u8ff0\u56fe\u50cf\u4e2d\u4f1a\u5bf9\u4e0a\u4e0b\u5de6\u53f3\u7684\u6761\u7eb9\u90fd\u8fdb\u884c\u62bd\u53d6\u3002<\/p>\n<\/blockquote>\n<p>\u4ee5\u4e0a\u65b9\u6cd5\uff0c\u5728\u4f20\u7edf\u7684\u56fe\u7247\u5904\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5e38\u5e38\u7528\u4e8e\u83b7\u5f97\u56fe\u7247\u7684\u8f6e\u5ed3\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%8D%B7%E7%A7%AF%E6%93%8D%E4%BD%9C\"><\/span>\u5377\u79ef\u64cd\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4f20\u7edf\u56fe\u50cf\u5904\u7406\u7684\u5377\u79ef\u64cd\u4f5c\u4e0e\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u5377\u79ef\u64cd\u4f5c\uff0c\u5927\u4f53\u60c5\u51b5\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\n<p>\u539f\u7406\u662f\u7c7b\u4f3c\u7684\uff0c\u90fd\u662f\u4f7f\u7528\u4e00\u4e2a\u6838\uff0c\u7136\u540e\u9010\u884c\u9010\u5217\u7684\u8fdb\u884c\u77e9\u9635\u8fd0\u7b97\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f20\u7edf\u56fe\u50cf\u5904\u7406\u4e2d\uff0c\u5377\u79ef\u6838\u662f\u7531\u5de5\u7a0b\u5e08\u81ea\u5df1\u8bbe\u8ba1\u7684\uff1b\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u8fd9\u4e9b\u5de5\u4f5c\u90fd\u4ea4\u7ed9\u7a0b\u5e8f\u5b9e\u73b0\uff0c\u4e0d\u9700\u8981\u4eba\u53c2\u4e0e\u3002<\/p>\n<p>\u6211\u4eec\u901a\u8fc7pytorch\u7684Conv2d\u6765\u5b9e\u73b0\u4e00\u4e2a\u5377\u79ef\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<\/li>\n<\/ul>\n<pre><code class=\"language-python\">import torch\nimport torch.nn as nn\nimport torchvision.transforms as transforms\nfrom PIL import Image\nimport matplotlib.pyplot as plt\n\n# \u8bfb\u53d6\u56fe\u50cf\u5e76\u8f6c\u6362\u4e3a PyTorch Tensor\nimg = Image.open(&#039;beauty.png&#039;).convert(&#039;L&#039;)  # \u4ee5\u7070\u5ea6\u6a21\u5f0f\u6253\u5f00\u56fe\u50cf\ntransform = transforms.ToTensor()\nimg_tensor = transform(img).unsqueeze(0)  # \u6dfb\u52a0 batch \u7ef4\u5ea6\n\n# \u5b9a\u4e49\u5377\u79ef\u5c42\nconv_layer = nn.Conv2d(in_channels=1, out_channels=1, kernel_size=3, padding=1, bias=False) \n&quot;&quot;&quot;\n    in_channels\uff1a\u8f93\u5165\u7279\u5f81\u56fe\u7684\u901a\u9053\u6570\u3002\n    out_channels\uff1a\u8f93\u51fa\u7279\u5f81\u56fe\u7684\u901a\u9053\u3002\n    kernel_size\uff1a\u5377\u79ef\u6838\u7684\u5927\u5c0f\uff0c\u4e00\u822c\u662f3\u00d73\u3002\n    stride\uff1a\u5377\u79ef\u6838\u6bcf\u6b21\u79fb\u52a8\u7684\u6b65\u957f\uff0c\u9ed8\u8ba4\u4e3a1\u3002\n    padding\uff1a\u56fe\u50cf\u586b\u5145\uff0c\u53ef\u4ee5\u662f\u4e00\u4e2a\u6574\u6570\u3002\n    dilation\uff1a\u81a8\u80c0\u5377\u79ef\/\u7a7a\u6d1e\u5377\u79ef\uff0c\u5377\u79ef\u6838\u5143\u7d20\u4e4b\u95f4\u7684\u95f4\u8ddd\uff0c\u63a7\u5236\u5377\u79ef\u6838\u7684\u91c7\u6837\u95f4\u8ddd\u3002\n    groups\uff1a\u5206\u7ec4\u5377\u79ef\u7684\u7ec4\u6570\uff0c\u9ed8\u8ba4\u503c\u4e3a1\u3002\u5f53 groups \u5927\u4e8e1\u65f6\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u7684\u901a\u9053\u6570\u5fc5\u987b\u53ef\u4ee5\u88ab groups \u6574\u9664\n    bias\uff1a\u662f\u5426\u5305\u542b\u504f\u7f6e\u9879\uff0c\u9ed8\u8ba4\u4e3aTrue\u3002\u5982\u679c\u8bbe\u7f6e\u4e3aFalse\uff0c\u5219\u5377\u79ef\u5c42\u4e0d\u5305\u542b\u504f\u7f6e\u9879\u3002\n    padding_mode\uff1a\u586b\u5145\u65b9\u5f0f\uff0c\u4e00\u822c\u9ed8\u8ba4\u586b\u5145\u4e3a0\u3002\u7531\u4e8e\u4fe1\u606f\u50a8\u5b58\u5728\u76f8\u5bf9\u5927\u5c0f\u4e2d\uff0c\u6240\u6709\u586b\u5145\u4e0d\u5f71\u54cd\u539f\u59cb\u5185\u5bb9\u7684\u4fe1\u606f\u3002\n    device\uff1a\u662f\u5426\u4f7f\u7528GPU\n&quot;&quot;&quot;\n\n# 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2226,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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