{"id":2322,"date":"2024-06-25T16:02:02","date_gmt":"2024-06-25T08:02:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=2322"},"modified":"2024-10-08T15:18:30","modified_gmt":"2024-10-08T07:18:30","slug":"%e3%80%90%e8%af%be%e7%a8%8b%e6%80%bb%e7%bb%93%e3%80%91day11%ef%bc%88%e4%b8%8b%ef%bc%89%ef%bc%9ayolo%e7%9a%84%e5%85%a5%e9%97%a8%e4%bd%bf%e7%94%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=2322","title":{"rendered":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day11\uff08\u4e0b\uff09\uff1aYOLO\u7684\u5165\u95e8\u4f7f\u7528"},"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 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:\/\/17aitech.com\/?p=2322\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=2322\/#YOLO%E7%9A%84%E7%AE%80%E4%BB%8B\" >YOLO\u7684\u7b80\u4ecb<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=2322\/#YOLO%E7%9A%84%E5%8F%91%E5%B1%95%E5%8E%86%E5%8F%B2\" >YOLO\u7684\u53d1\u5c55\u5386\u53f2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=2322\/#YOLO%E7%9A%84%E5%AE%98%E7%BD%91\" >YOLO\u7684\u5b98\u7f51<\/a><\/li><\/ul><\/li><li 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href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%91%BD%E4%BB%A4%E8%A1%8C%E4%B8%AD%E5%AE%89%E8%A3%85ultralytics\" >\u547d\u4ee4\u884c\u4e2d\u5b89\u88c5ultralytics<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88windows%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A\" >\u5b89\u88c5\u65b9\u6cd5\uff08windows\u7cfb\u7edf\u4e0b\uff09\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88macOS%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A\" >\u5b89\u88c5\u65b9\u6cd5\uff08macOS\u7cfb\u7edf\u4e0b\uff09\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=2322\/#anaconda_prompt%E4%B8%AD%E5%AE%89%E8%A3%85ultralytics\" >anaconda prompt\u4e2d\u5b89\u88c5ultralytics<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88windows%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A-2\" >\u5b89\u88c5\u65b9\u6cd5\uff08windows\u7cfb\u7edf\u4e0b\uff09\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88macOS%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A-2\" >\u5b89\u88c5\u65b9\u6cd5\uff08macOS\u7cfb\u7edf\u4e0b\uff09\uff1a<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E9%AA%8C%E8%AF%81%E5%AE%89%E8%A3%85\" >\u9a8c\u8bc1\u5b89\u88c5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E4%B8%80%E4%BA%9B%E5%90%8E%E7%BD%AE%E6%93%8D%E4%BD%9C\" >\u4e00\u4e9b\u540e\u7f6e\u64cd\u4f5c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=2322\/#YOLO%E7%9A%84%E5%BA%94%E7%94%A8\" >YOLO\u7684\u5e94\u7528<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%AE%98%E7%BD%91%E7%A4%BA%E4%BE%8B\" >\u5b98\u7f51\u793a\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E9%BC%A0%E6%A0%87%E6%89%8B%E5%8A%BF%E8%AF%86%E5%88%AB\" >\u9f20\u6807\u624b\u52bf\u8bc6\u522b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/17aitech.com\/?p=2322\/#%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\" >\u5185\u5bb9\u5c0f\u7ed3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/17aitech.com\/?p=2322\/#%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=\"YOLO%E7%9A%84%E7%AE%80%E4%BB%8B\"><\/span>YOLO\u7684\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>YOLO\uff08You Only Look Once\uff09\u662f\u4e00\u79cd\u6d41\u884c\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff0c\u7531Joseph Redmon\u7b49\u4eba\u4e8e2015\u5e74\u63d0\u51fa\u3002YOLO\u7684\u8bbe\u8ba1\u601d\u60f3\u662f\u5c06\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u8f6c\u5316\u4e3a\u5355\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u56de\u5f52\u95ee\u9898\uff0c\u901a\u8fc7\u5728\u56fe\u50cf\u4e0a\u5212\u5206\u7f51\u683c\u5e76\u5bf9\u6bcf\u4e2a\u7f51\u683c\u9884\u6d4b\u8fb9\u754c\u6846\u548c\u7c7b\u522b\u7f6e\u4fe1\u5ea6\u6765\u5b9e\u73b0\u76ee\u6807\u68c0\u6d4b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"YOLO%E7%9A%84%E5%8F%91%E5%B1%95%E5%8E%86%E5%8F%B2\"><\/span>YOLO\u7684\u53d1\u5c55\u5386\u53f2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>YOLOv1\uff1aYOLOv1\u662f\u6700\u521d\u7684\u7248\u672c\uff0c\u63d0\u51fa\u4e86\u5c06\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u7edf\u4e00\u4e3a\u56de\u5f52\u95ee\u9898\u7684\u601d\u60f3\uff0c\u5b9e\u73b0\u4e86\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u3002<\/li>\n<li>YOLOv2\uff1aYOLOv2\u5728YOLOv1\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6539\u8fdb\uff0c\u5f15\u5165\u4e86\u4e00\u4e9b\u6280\u672f\uff0c\u5982\u591a\u5c3a\u5ea6\u8bad\u7ec3\u3001Batch Normalization\u7b49\uff0c\u63d0\u9ad8\u4e86\u68c0\u6d4b\u6027\u80fd\u3002<\/li>\n<li>YOLOv3\uff1aYOLOv3\u8fdb\u4e00\u6b65\u6539\u8fdb\u4e86\u7f51\u7edc\u7ed3\u6784\uff0c\u91c7\u7528\u4e86\u66f4\u6df1\u7684Darknet-53\u7f51\u7edc\u4f5c\u4e3a\u4e3b\u5e72\u7f51\u7edc\uff0c\u63d0\u9ad8\u4e86\u68c0\u6d4b\u51c6\u786e\u7387\u548c\u901f\u5ea6\u3002<\/li>\n<li>YOLOv4\uff1aYOLOv4\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u65b0\u6280\u672f\uff0c\u5982CSPDarknet53\u3001Mish\u6fc0\u6d3b\u51fd\u6570\u3001PANet\u7b49\uff0c\u4f7f\u5f97\u6027\u80fd\u5f97\u5230\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/li>\n<li>YOLOv5\uff1aYOLOv5\u662f\u7531Ultralytics\u56e2\u961f\u5f00\u53d1\u7684\u7248\u672c\uff0c\u91c7\u7528\u4e86PyTorch\u6846\u67b6\uff0c\u9488\u5bf9\u6027\u80fd\u548c\u6613\u7528\u6027\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/li>\n<li>&#8230;<\/li>\n<\/ul>\n<p>\u76ee\u524d\uff0cYOLO\u7cfb\u5217\u7b97\u6cd5\u5728\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u548c\u5f71\u54cd\u529b\uff0c\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u3001\u89c6\u9891\u5206\u6790\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"YOLO%E7%9A%84%E5%AE%98%E7%BD%91\"><\/span>YOLO\u7684\u5b98\u7f51<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5730\u5740\uff1a<a href=\"https:\/\/docs.ultralytics.com\/zh\">https:\/\/docs.ultralytics.com\/zh<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/YOLO\u5b98\u7f51.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/YOLO\u5b98\u7f51.png\" alt=\"\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"YOLO%E7%9A%84%E5%AE%89%E8%A3%85\"><\/span>YOLO\u7684\u5b89\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87\"><\/span>\u73af\u5883\u51c6\u5907<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<p>Git\u5ba2\u6237\u7aef<\/p>\n<ul>\n<li>\n<p>\u5b89\u88c5\u65b9\u6cd5\uff08windows\u7cfb\u7edf\u4e0b\uff09\uff1a<\/p>\n<ul>\n<li>\u7b2c\u4e00\u6b65\uff1a\u8bbf\u95eehttps:\/\/git-scm.com\/downloads<\/li>\n<li>\u7b2c\u4e8c\u6b65\uff1a\u4e0b\u8f7d\u5bf9\u5e94\u7cfb\u7edf\u7684\u5b89\u88c5\u5305\u8fdb\u884c\u5b89\u88c5<\/li>\n<li>\u7b2c\u4e09\u6b65\uff1a\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53f3\u952e\u83dc\u5355\u2192Git Bash\uff0c\u8f93\u5165git &#8211;version\uff0c\u5982\u679c\u663e\u793a\u7248\u672c\u53f7\uff0c\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/git\u5b89\u88c5\u5b8c\u6bd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/git\u5b89\u88c5\u5b8c\u6bd5.png\" alt=\"\" \/><\/a><\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5b89\u88c5\u65b9\u6cd5\uff08macOS\u7cfb\u7edf\u4e0b\uff09\uff1a<\/p>\n<\/li>\n<li>\n<p>\u7b2c\u4e00\u6b65\uff1a\u542f\u52a8terminal\u547d\u4ee4\u884c<\/p>\n<\/li>\n<li>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u8f93\u5165brew install git\uff0c\u5b89\u88c5git<\/p>\n<\/li>\n<li>\n<p>\u7b2c\u4e09\u6b65\uff1a\u8f93\u5165git &#8211;version\uff0c\u5982\u679c\u663e\u793a\u7248\u672c\u53f7\uff0c\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/Mac\u7cfb\u7edf\u5b89\u88c5git.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/Mac\u7cfb\u7edf\u5b89\u88c5git.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Python\u73af\u5883<\/p>\n<ul>\n<li>\u901a\u8fc7\u67e5\u770bYOLO\u5b98\u7f51\u8bf4\u660e\uff0cultralytics\u652f\u6301Python3.6+\uff0c\u56e0\u6b64\u9700\u8981\u5b89\u88c5Python3.6+\u7248\u672c\u7684Python\u73af\u5883\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Pip<\/p>\n<ul>\n<li>\u786e\u4fdd\u7cfb\u7edf\u4e2d\u5df2\u7ecf\u5b89\u88c5\u4e86pip<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BD%BD%E4%BB%A3%E7%A0%81\"><\/span>\u4e0b\u8f7d\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7b2c\u4e00\u6b65\uff1a\u5728\u672c\u5730\u521b\u5efa\u4e00\u4e2a\u6587\u4ef6\u5939(\u4f8b\u5982\uff1aD:\\yolo_materials),\u542f\u52a8cmd<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u542f\u52a8gitbash.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u542f\u52a8gitbash.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u5982\u679c\u662fMac\u7cfb\u7edf\uff0c\u5728\/Users\/{\u7528\u6237\u540d}\/\u4e0b\u521b\u5efa\u4e00\u4e2a\u6587\u4ef6\u5939\u5373\u53ef\uff0c\u4f8b\u5982\uff1a\u6211\u521b\u5efa\u5728<code>\/Users\/deadwalk\/Code\/yolo_materials<\/code><\/p>\n<\/blockquote>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5728cmd\u4e2d\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code class=\"language-shell\"># git clone {\u4ed3\u5e93\u5730\u5740} \u4ee3\u8868\u4ece\u4ed3\u5e93\u5730\u5740\u4e0b\u8f7d\u4ee3\u7801\ngit clone https:\/\/github.com\/ultralytics\/ultralytics.git<\/code><\/pre>\n<blockquote>\n<p>\u5982\u679c\u4f7f\u7528\u4e0a\u9762\u7684gitclone\u547d\u4ee4\u62c9\u53d6\u592a\u6162\uff0c\u53ef\u4ee5\u4f7f\u7528\u6211\u5728gitee\u4e0a\u5efa\u7acb\u7684\u955c\u50cf\u4ed3\u5e93\uff0c\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n<\/blockquote>\n<pre><code class=\"language-shell\">git clone https:\/\/gitee.com\/deadwalk\/ultralytics.git<\/code><\/pre>\n<p>\u4ee3\u7801\u62c9\u53d6\u5b8c\u6bd5\u540e\u4f1a\u663e\u793a\u5982\u4e0b<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u4ee3\u7801\u62c9\u53d6\u5b8c\u6bd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u4ee3\u7801\u62c9\u53d6\u5b8c\u6bd5.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85\"><\/span>\u5b89\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u5f00\u59cb\u5b89\u88c5\u4e4b\u524d\uff0c\u6211\u4eec\u518d\u6b21\u56de\u987e\u4e0bPython\u89e3\u91ca\u5668\u73af\u5883\u7684\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\n<p>\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u5b89\u88c5\u4e86Python\u548cAnaconda\u7684\u8bdd\uff0c\u90a3\u4e48\u6211\u4eec\u7684\u673a\u5668\u4e2d\u5b58\u5728\u4e24\u4e2aPython\u89e3\u91ca\u5668\u73af\u5883\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240607101053710.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240607101053710.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u56e0\u4e3a\u5b58\u5728\u5b58\u5728\u4e24\u4e2aPython\u89e3\u91ca\u5668\u73af\u5883\uff0c\u6240\u4ee5\u6211\u4eec\u5728\u5b89\u88c5\u4f7f\u7528\u65f6\uff0c\u53ef\u80fd\u5b58\u5728\uff1a<\/p>\n<ul>\n<li>\u95ee\u98981\uff1a\u901a\u8fc7\u547d\u4ee4\u884cpip\u5b89\u88c5\u5728python\u73af\u5883\uff0c\u4f46\u662f\u5728jupyter notebook\u4e2dimport\u63d0\u793a\u6ca1\u6709\u76f8\u5173\u7ec4\u4ef6\uff1b<\/li>\n<li>\u95ee\u98982\uff1a\u901a\u8fc7anaconda prompt\u5b89\u88c5\u5728anaconda\u7684python\u73af\u5883\u4e2d\uff0c\u4f46\u662fvscode\u4e2dimport\u63d0\u793a\u6ca1\u6709\u627e\u5230\u76f8\u5173\u7ec4\u4ef6\u3002<\/li>\n<li>&#8230;&#8230;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u4ee5\u4e0a\u95ee\u9898\uff0c\u8bf7\u81ea\u884c\u5206\u8fa8\u672a\u6765\u8981\u4f7f\u7528\u54ea\u4e2aIDE\u4ee5\u53ca\u8981\u5b89\u88c5\u5230\u54ea\u4e2aPython\u89e3\u91ca\u5668\u73af\u5883\u4e2d\u3002\u5f53\u7136\uff0c\u4e24\u4e2a\u73af\u5883\u90fd\u5b89\u88c5\u4e5f\u662f\u4e00\u79cd\u529e\u6cd5:)<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%91%BD%E4%BB%A4%E8%A1%8C%E4%B8%AD%E5%AE%89%E8%A3%85ultralytics\"><\/span>\u547d\u4ee4\u884c\u4e2d\u5b89\u88c5ultralytics<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88windows%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A\"><\/span>\u5b89\u88c5\u65b9\u6cd5\uff08windows\u7cfb\u7edf\u4e0b\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u7b2c\u4e00\u6b65\uff1a\u4f7f\u7528cd\u547d\u4ee4\u8fdb\u5165ultralytics<\/p>\n<pre><code class=\"language-shell\">cd ultralytics<\/code><\/pre>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5728\u547d\u4ee4\u884c\u4e2d\u8f93\u5165\u5982\u4e0b\u547d\u4ee4<\/p>\n<pre><code class=\"language-shell\">pip install -e .<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/pip\u5b89\u88c5ultralytics.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/pip\u5b89\u88c5ultralytics.png\" alt=\"\" \/><\/a><br \/>\n\u8fd9\u79cd\u65b9\u6cd5\uff0c\u9ed8\u8ba4\u662f\u5c06ultralytics\u5b89\u88c5\u5230\u4e0a\u56fe\u5de6\u4fa7\u7684Python\u73af\u5883<\/p>\n<h5><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88macOS%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A\"><\/span>\u5b89\u88c5\u65b9\u6cd5\uff08macOS\u7cfb\u7edf\u4e0b\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>Mac\u4e0b\u7684\u5b89\u88c5\u65b9\u6cd5\u4e0ewindows\u7cfb\u7edf\u4e0b\u975e\u5e38\u7c7b\u4f3c\uff1a<br \/>\n\u7b2c\u4e00\u6b65\uff1a\u542f\u52a8terminal\u547d\u4ee4\u884c\uff0c\u8fdb\u5165\u5230ultralytics\u76ee\u5f55<br \/>\n\u7b2c\u4e8c\u6b65\uff1a\u5728\u547d\u4ee4\u884c\u4e2d\u8f93\u5165pip install -e .<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/Mac\u7cfb\u7edf\u4e0bpip\u5b89\u88c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/Mac\u7cfb\u7edf\u4e0bpip\u5b89\u88c5.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"anaconda_prompt%E4%B8%AD%E5%AE%89%E8%A3%85ultralytics\"><\/span>anaconda prompt\u4e2d\u5b89\u88c5ultralytics<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88windows%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A-2\"><\/span>\u5b89\u88c5\u65b9\u6cd5\uff08windows\u7cfb\u7edf\u4e0b\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u7b2c\u4e00\u6b65\uff1a\u542f\u52a8anaconda prompt<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240607102923776.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/image-20240607102923776.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u521b\u5efa\u865a\u62df\u73af\u5883<br \/>\n\u5728anaconda prompt\u4e2d\u8f93\u5165\u547d\u4ee4\u521b\u5efa\u865a\u62df\u73af\u5883<\/p>\n<blockquote>\n<p>\u521b\u5efa\u865a\u62df\u73af\u5883\u800c\u4e0d\u4f7f\u7528base\u73af\u5883\uff0c\u662f\u907f\u514d\u56e0\u4e3a\u9891\u7e41\u5b89\u88c5\u5378\u8f7d\u7ec4\u4ef6\uff0c\u6c61\u67d3\u5168\u5c40\u73af\u5883\uff0c\u8fdb\u800c\u9020\u6210\u672a\u6765\u591a\u4e2a\u5de5\u7a0b\u8fd0\u884c\u65f6\u51fa\u73b0\u5f02\u5e38\u3002<\/p>\n<\/blockquote>\n<pre><code class=\"language-shell\"># \u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u865a\u62df\u73af\u5883\uff08\u793a\u4f8b\u540d\u79f0\u4e3amyenv\uff0c\u53ef\u6839\u636e\u9700\u8981\u4fee\u6539\uff0c\u5982\uff1ayolo\uff09\nconda create --name myenv\n\n# \u6fc0\u6d3b\u65b0\u521b\u5efa\u7684\u865a\u62df\u73af\u5883\nconda activate myenv<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u521b\u5efa\u865a\u62df\u73af\u5883.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u521b\u5efa\u865a\u62df\u73af\u5883.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u4e09\u6b65\uff1a\u5728anaconda prompt\u4e2d\u8f93\u5165\u547d\u4ee4\u5207\u6362\u5230\u521a\u624d\u4e0b\u8f7d\u7684ultralytics\u76ee\u5f55<\/p>\n<pre><code class=\"language-shell\"># \u8f93\u5165D: \u56de\u8f66\uff0c\u5207\u6362\u5230D\u76d8\nD:\n\n# \u8f93\u5165cd yolo_materials\uff0c\u5207\u6362\u5230yolo_materials\u76ee\u5f55\ncd yolo_materials\n\n# \u8f93\u5165cd ultralytics\uff0c\u5207\u6362\u5230ultralytics\u76ee\u5f55\ncd ultralytics<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u5207\u6362\u5230ultralytics\u76ee\u5f55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u5207\u6362\u5230ultralytics\u76ee\u5f55.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u56db\u6b65\uff1a\u8fd0\u884c\u5b89\u88c5\u547d\u4ee4<\/p>\n<pre><code class=\"language-shell\">conda install -c conda-forge ultralytics<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/conda\u5b89\u88c5ultralytics.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/conda\u5b89\u88c5ultralytics.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5173\u4e8econda\u76f8\u5173\u547d\u4ee4\u624b\u518c\u8bf7\u67e5\u770b<a href=\"https:\/\/blog.csdn.net\/chenxy_bwave\/article\/details\/119996001\">\u300aAnaconda conda\u5e38\u7528\u547d\u4ee4\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a\u300b<\/a><\/p>\n<h5><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85%E6%96%B9%E6%B3%95%EF%BC%88macOS%E7%B3%BB%E7%BB%9F%E4%B8%8B%EF%BC%89%EF%BC%9A-2\"><\/span>\u5b89\u88c5\u65b9\u6cd5\uff08macOS\u7cfb\u7edf\u4e0b\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u7b2c\u4e00\u6b65\uff1a\u521b\u5efaanaconda\u865a\u62df\u73af\u5883<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u521b\u5efaanaconda\u865a\u62df\u73af\u5883.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u521b\u5efaanaconda\u865a\u62df\u73af\u5883.png\" alt=\"\" \/><\/a><br \/>\n\u7b2c\u4e8c\u6b65\uff1a\u542f\u52a8anaconda prompt<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u542f\u52a8anaconda\u547d\u4ee4\u884c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u542f\u52a8anaconda\u547d\u4ee4\u884c.png\" alt=\"\" \/><\/a><br \/>\n\u7b2c\u4e09\u6b65\uff1a\u5207\u6362\u5230\u521a\u624d\u4e0b\u8f7d\u7684ultralytics\u76ee\u5f55<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u5207\u6362\u5230\u4e0b\u8f7d\u7684\u76ee\u5f55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u5207\u6362\u5230\u4e0b\u8f7d\u7684\u76ee\u5f55.png\" alt=\"\" \/><\/a><br \/>\n\u7b2c\u56db\u6b65\uff1a\u8fd0\u884c\u5b89\u88c5\u547d\u4ee4<\/p>\n<pre><code class=\"language-shell\">conda install -c conda-forge ultralytics<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/anaconda\u5b89\u88c5\u5b8c\u6bd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/anaconda\u5b89\u88c5\u5b8c\u6bd5.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E9%AA%8C%E8%AF%81%E5%AE%89%E8%A3%85\"><\/span>\u9a8c\u8bc1\u5b89\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u65b0\u5efaPython\u4ee3\u7801\u6587\u4ef6\uff0c\u4f7f\u7528\u4e0b\u9762\u4ee3\u7801\u8fdb\u884c\u9a8c\u8bc1<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\nimport ultralytics\n\nprint(ultralytics.__version__)<\/code><\/pre>\n<p>\u5728Jupyter notebook\u4e2d\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\uff0c\u5982\u679c\u51fa\u73b0\u5982\u4e0b\u63d0\u793a\uff0c\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/jupyter\u9a8c\u8bc1\u5b89\u88c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/jupyter\u9a8c\u8bc1\u5b89\u88c5.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5728VSCode\u4e2d\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\uff0c\u5982\u679c\u51fa\u73b0\u5982\u4e0b\u63d0\u793a\uff0c\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/vscode\u9a8c\u8bc1\u5b89\u88c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/vscode\u9a8c\u8bc1\u5b89\u88c5.png\" alt=\"\" \/><\/a><\/p>\n<p>\u6ce8\u610f\uff1a\u5728VSCode\u4e2d\u9a8c\u8bc1\u5b89\u88c5\u65f6\uff0c\u6ce8\u610f\u5207\u6362\u89e3\u91ca\u5668\u4e3a\u4e4b\u524d\u521b\u5efa\u7684\u865a\u62df\u73af\u5883\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u5207\u6362\u865a\u62df\u73af\u5883.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u5207\u6362\u865a\u62df\u73af\u5883.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E4%B8%80%E4%BA%9B%E5%90%8E%E7%BD%AE%E6%93%8D%E4%BD%9C\"><\/span>\u4e00\u4e9b\u540e\u7f6e\u64cd\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5b89\u88c5\u5b8c\u6bd5\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5f00\u59cb\u2192\u8fd0\u884c\u2192\u8f93\u5165%appdata%\u56de\u8f66\uff0c\u8fdb\u5165\u7528\u6237\u76ee\u5f55\u4e0b\u7684Appdata\\Roaming\u76ee\u5f55\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u8fdb\u5165appdata\u76ee\u5f55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u8fdb\u5165appdata\u76ee\u5f55.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8fdb\u5165%appdata%\u76ee\u5f55\u540e\uff0c\u53ef\u4ee5\u627e\u5230ultralytics\u76ee\u5f55\uff0c\u91cc\u9762\u5b58\u653e\u7740ultralytics\u7684\u5b89\u88c5\u6587\u4ef6\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/appdata\u76ee\u5f55\u4e0b\u7684ultralytics.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/appdata\u76ee\u5f55\u4e0b\u7684ultralytics.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5220\u9664settings.yaml\u6587\u4ef6\u4ee5\u907f\u514dultralytics\u6bcf\u6b21\u90fd\u8bfb\u53d6\u9ed8\u8ba4\u914d\u7f6e<\/p>\n<h2><span class=\"ez-toc-section\" id=\"YOLO%E7%9A%84%E5%BA%94%E7%94%A8\"><\/span>YOLO\u7684\u5e94\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%98%E7%BD%91%E7%A4%BA%E4%BE%8B\"><\/span>\u5b98\u7f51\u793a\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u6210\u529f\u5b89\u88c5YOLO\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u53c2\u8003\u5b98\u7f51\u7684\u793a\u4f8b\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\n\n# 1\uff0c\u6784\u5efa\u6a21\u578b\nmodel = YOLO(&quot;yolov8n-cls.yaml&quot;) \n\nif __name__ == &quot;__main__&quot;:\n    # 2\uff0c\u8bad\u7ec3\u6a21\u578b\n    results = model.train(data=&quot;mnist160&quot;, epochs=100, imgsz=64)<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u8fd0\u884c\u5b98\u7f51\u5b9e\u4f8b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u8fd0\u884c\u5b98\u7f51\u5b9e\u4f8b.png\" alt=\"\" \/><\/a><br \/>\n\u6839\u636e\u8fd0\u884c\u65e5\u5fd7\uff0c\u627e\u5230\u5bf9\u5e94\u7684\u6587\u4ef6\u5939<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/YOLO\u8fd0\u884c\u8bb0\u5f55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/YOLO\u8fd0\u884c\u8bb0\u5f55.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E9%BC%A0%E6%A0%87%E6%89%8B%E5%8A%BF%E8%AF%86%E5%88%AB\"><\/span>\u9f20\u6807\u624b\u52bf\u8bc6\u522b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6211\u4eec\u540c\u6837\u53ef\u4ee5\u4f7f\u7528YOLO\u8fdb\u884c\u9f20\u6807\u624b\u52bf\u8bc6\u522b\u9879\u76ee\u7684\u8bad\u7ec3\u3002<br \/>\n\u7b2c\u4e00\u6b65\uff1a\u5c06\u9f20\u6807\u624b\u52bf\u6570\u636e\u96c6\u62f7\u8d1d\u81f3ultralytics\\datasets\\gestures\u76ee\u5f55\u4e0b\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u62f7\u8d1dgestures.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u62f7\u8d1dgestures.png\" alt=\"\" \/><\/a><br \/>\n\u7b2c\u4e8c\u6b65\uff1a\u4fee\u6539\u8bad\u7ec3\u811a\u672c\u5982\u4e0b<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\n\n# 1\uff0c\u6784\u5efa\u6a21\u578b\nmodel = YOLO(&quot;yolov8n-cls.yaml&quot;) \n\nif __name__ == &quot;__main__&quot;:\n    # 2\uff0c\u8bad\u7ec3\u6a21\u578b\n    results = model.train(data=&quot;gestures&quot;, \n                          epochs=100, \n                          imgsz=128,\n                          batch=8\n                        )\n<\/code><\/pre>\n<p>\u7b2c\u4e09\u6b65\uff1a\u8fd0\u884c\u8bad\u7ec3\u811a\u672c\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u901a\u8fc7\u5982\u4e0b\u547d\u4ee4\u67e5\u770bGPU\u7684\u4f7f\u7528\u60c5\u51b5<\/p>\n<pre><code class=\"language-shell\">nvidia-smi<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/nvidia-smi.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/nvidia-smi.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u56db\u6b65\uff1a\u8bad\u7ec3\u5b8c\u6bd5\u540e\uff0c\u52a0\u8f7d\u4f7f\u7528\u8bad\u7ec3\u7684\u6a21\u578b<br \/>\n\u5728ultralytics\\runs\\classify\\train*\\weights\u76ee\u5f55\u4e0b\uff0c\u53ef\u4ee5\u627e\u5230\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff1b<br \/>\n\u6211\u4eec\u901a\u8fc7\u4ee5\u4e0b\u4ee3\u7801\u52a0\u8f7d\u6a21\u578b\u6587\u4ef6\uff0c\u8fdb\u884c\u9884\u6d4b\uff1a<\/p>\n<pre><code class=\"language-python\">import streamlit as st\nimport torch\nimport os\nimport numpy as np\nfrom PIL import Image\nfrom ultralytics import YOLO\n\nif __name__ == &quot;__main__&quot;:\n    # 1. \u663e\u793a\u5f53\u524d\u8bbe\u5907\u662fGPU\u8bbe\u5907\u8fd8\u662fCPU\n    device = &quot;cuda&quot; if torch.cuda.is_available() else &quot;cpu&quot;\n    st.write(f&quot;\u5f53\u524d\u8bbe\u5907\u662f{device}\u8bbe\u5907&quot;)\n\n    # 2. \u52a0\u8f7d\u4f7f\u7528YOLO\u8bad\u7ec3\u7684\u6a21\u578b\n    model = YOLO(&quot;best.pt&quot;)  # \u5c06best.pt\u62f7\u8d1d\u5230\u5f53\u524dmain.py\u4ee3\u7801\u6240\u5728\u76ee\u5f55\u7684\u540c\u4e00\u7ea7\uff0c\u65b9\u4fbf\u52a0\u8f7d\n\n    # 3. \u4e0a\u4f20\u4e00\u5f20\u56fe\u7247\n    img_path = st.file_uploader(label=&quot;\u4e0a\u4f20\u4e00\u5f20\u56fe\u7247&quot;, type=[&quot;png&quot;, &quot;jpg&quot;, &quot;jpeg&quot;])\n\n    if img_path:\n        # 3.1 \u5c06\u4e0a\u4f20\u7684\u56fe\u50cf\u6587\u4ef6\u4fdd\u5b58\u5230\u4e34\u65f6\u6587\u4ef6\n        with open(&quot;temp_img.jpg&quot;, &quot;wb&quot;) as f:\n            f.write(img_path.getvalue())\n        img_path = &quot;temp_img.jpg&quot;\n\n        # 4. \u663e\u793a\u4e0a\u4f20\u7684\u56fe\u7247\n        img = Image.open(img_path)\n        st.image(img, caption=&quot;\u4e0a\u4f20\u7684\u56fe\u7247&quot;, use_column_width=True)\n\n        # 5. \u8fdb\u884c\u9884\u6d4b\n        results = model(img_path)\n\n        # 6. \u663e\u793a\u9884\u6d4b\u7ed3\u679c\n        for result in results:\n            st.write(f&quot;\u9884\u6d4b\u7ed3\u679c: {result}&quot;)\n\n        # 7. \u53ef\u89c6\u5316\u9884\u6d4b\u7ed3\u679c\n        annotated_img = results[0].plot()  # \u4f7f\u7528plot\u65b9\u6cd5\u53ef\u89c6\u5316\n        st.image(annotated_img, caption=&quot;\u9884\u6d4b\u7ed3\u679c&quot;, use_column_width=True)\n<\/code><\/pre>\n<p>\u4ee5\u4e0a\u4ee3\u7801\u4fdd\u5b58\u81f3main.py\u540e\uff0c\u4f7f\u7528streamlit\u8fd0\u884c<\/p>\n<pre><code class=\"language-shell\">streamlit run main.py<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u4e0a\u4f20\u56fe\u7247\u9875\u9762.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/\u4e0a\u4f20\u56fe\u7247\u9875\u9762.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/YOLO\u9884\u6d4b\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/YOLO\u9884\u6d4b\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\"><\/span>\u5185\u5bb9\u5c0f\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>YOLO\u662f\u6df1\u5ea6\u5b66\u4e60\u4e2d\u4e00\u4e2a\u975e\u5e38\u6d41\u884c\u7684\u6a21\u578b\uff0c\u5b83\u5177\u6709\u5f88\u597d\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u5404\u79cd\u573a\u666f\u3002<\/li>\n<li>YOLO\u7684\u4f7f\u7528\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u4e09\u6b65\uff1a\u5f15\u5165ultralytics\u5e93\uff0c\u521b\u5efa\u6a21\u578b\uff0c\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n<li>YOLO\u8bad\u7ec3\u540e\u751f\u6210\u7684\u6a21\u578b\u6587\u4ef6\u4ee5\u53ca\u8fc7\u7a0b\u65e5\u5fd7\uff0c\u4fdd\u5b58\u5728ultralytics\\runs\u76ee\u5f55\u4e0b\u3002<\/li>\n<li>\u5982\u679c\u60f3\u4f7f\u7528\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u96c6\uff0c\u5c06\u6570\u636e\u96c6\u6309\u7167YOLO\u7684\u653e\u5728ultralytics\\datasets\u76ee\u5f55\u4e0b\u5373\u53ef\u3002<\/li>\n<li>YOLO\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u4f7f\u7528\u65f6\u4e5f\u6bd4\u8f83\u7b80\u5355\uff0c\u53ea\u9700\u8981\u4e09\u6b65\uff1a\u5f15\u5165ultralytics\u5e93\uff0c\u52a0\u8f7d\u6a21\u578b\uff0c\u8fdb\u884c\u9884\u6d4b\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\"><\/span>\u53c2\u8003\u8d44\u6599<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/blog.csdn.net\/chenxy_bwave\/article\/details\/119996001\">CSDN\uff1aAnaconda conda\u5e38\u7528\u547d\u4ee4\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a<\/a><\/p>\n<p align=\"center\">\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u4ee5\u83b7\u5f97\u6700\u65b0\u7684\u6587\u7ae0\u548c\u65b0\u95fb<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" alt=\"\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 YOLO\u7684\u7b80\u4ecb YOLO\uff08You  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2339,"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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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