{"id":118205,"date":"2026-10-26T16:24:41","date_gmt":"2026-10-26T08:24:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118205.html"},"modified":"2026-10-26T16:24:41","modified_gmt":"2026-10-26T08:24:41","slug":"%e8%be%b9%e5%9d%a1%e8%90%bd%e7%9f%b3%e5%9b%be%e5%83%8f%e6%95%b0%e6%8d%ae%e9%9b%86-%e9%81%93%e8%b7%af%e8%90%bd%e7%9f%b3%e6%95%b0%e6%8d%ae%e9%9b%86-ai%e8%87%aa%e7%84%b6%e7%81%be%e5%ae%b3%e9%a2%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118205.html","title":{"rendered":"\u8fb9\u5761\u843d\u77f3\u56fe\u50cf\u6570\u636e\u96c6 \u9053\u8def\u843d\u77f3\u6570\u636e\u96c6 AI\u81ea\u7136\u707e\u5bb3\u9884\u8b66\u6570\u636e\u96c6"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u77f3\u5934\u884c\u4eba\u53ca\u4ea4\u901a\u707e\u5bb3YOLO\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u4ecb\u7ecd<\/li>\n<li>\n<ul>\n<li>\u8fd9\u662f\u4ec0\u4e48\u6570\u636e\u96c6&#xff1f;<\/li>\n<li>\u6570\u636e\u96c6\u6838\u5fc3\u53c2\u6570\u6709\u54ea\u4e9b&#xff1f;<\/li>\n<li>\u6570\u636e\u96c6\u76ee\u5f55\u7ed3\u6784\u662f\u4ec0\u4e48\u6837&#xff1f;<\/li>\n<li>YOLO26\u8bad\u7ec3\u542f\u52a8\u4ee3\u7801\u793a\u4f8b\u662f\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u9002\u5408\u54ea\u4e9b\u4f7f\u7528\u8005&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u77f3\u5934\u884c\u4eba\u53ca\u4ea4\u901a\u707e\u5bb3YOLO\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u4ecb\u7ecd<\/h2>\n<h3>\u8fd9\u662f\u4ec0\u4e48\u6570\u636e\u96c6&#xff1f;<\/h3>\n<p>\u7b54\u6848&#xff1a;\u77f3\u5934\u884c\u4eba\u68c0\u6d4b\u6570\u636e\u96c6&#xff0c;\u603b\u91cf300~400\u5f20&#xff0c;\u6807\u51c6YOLO\u6807\u6ce8\u683c\u5f0f&#xff0c;\u4e00\u51716\u4e2a\u7c7b\u522b&#xff0c;\u5305\u542b\u8f66\u8f86\u3001\u6469\u6258\u3001\u884c\u4eba\u3001\u77f3\u5934\u3001\u8b66\u793a\u6807\u8bc6\u3001\u6ed1\u5761&#xff0c;\u9002\u914dYOLOv5\/v8\/v11\/v26\u8bad\u7ec3&#xff0c;\u9002\u5408\u8fb9\u5761\u9053\u8def\u707e\u5bb3\u3001\u843d\u77f3\u98ce\u9669\u8bc6\u522b\u79d1\u7814\u4e0e\u7b97\u6cd5\u5b9e\u9a8c\u3002<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261026082438-6adf0e46eb2b5.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u6570\u636e\u96c6\u6838\u5fc3\u53c2\u6570\u6709\u54ea\u4e9b&#xff1f;<\/h3>\n<p>\u9879\u76ee \u53c2\u6570\u8be6\u60c5 \u56fe\u7247\u603b\u91cf 300~400\u5f20 \u6807\u6ce8\u683c\u5f0f YOLO txt&#xff1a;class x_center y_center w h \u7c7b\u522b\u6570\u91cf 6\u7c7b&#xff08;nc:6&#xff09; \u7c7b\u522b\u6e05\u5355 0:Car&#xff08;\u8f66\u8f86&#xff09;\u30011:Motorcycle&#xff08;\u6469\u6258\u8f66&#xff09;\u30012:People&#xff08;\u884c\u4eba&#xff09;\u30013:shitou&#xff08;\u77f3\u5934&#xff09;\u30014:Warning-Crash&#xff08;\u8b66\u793a\u6807\u8bc6&#xff09;\u30015:landslide&#xff08;\u6ed1\u5761&#xff09; \u9002\u914d\u6846\u67b6 YOLOv5 \/ YOLOv8 \/ YOLOv11 \/ YOLOv26 \u9002\u7528\u573a\u666f \u9053\u8def\u843d\u77f3\u68c0\u6d4b\u3001\u8fb9\u5761\u6ed1\u5761\u8bc6\u522b\u3001\u98ce\u9669\u76ee\u6807\u76d1\u6d4b\u3001\u6bd5\u4e1a\u8bbe\u8ba1\u3001\u7b97\u6cd5\u8c03\u4f18\u5b9e\u9a8c <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261026082439-6adf0e479283a.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u6570\u636e\u96c6\u76ee\u5f55\u7ed3\u6784\u662f\u4ec0\u4e48\u6837&#xff1f;<\/h3>\n<p>\u77f3\u5934\u884c\u4eba\u707e\u5bb3\u68c0\u6d4b\/<\/p>\n<p>\u251c\u2500 train\/<br \/>\n\u2502  \u251c\u2500 images\/<br \/>\n\u2502  \u2514\u2500 labels\/<br \/>\n\u251c\u2500 valid\/<br \/>\n\u2502  \u251c\u2500 images\/<br \/>\n\u2502  \u2514\u2500 labels\/<br \/>\n\u2514\u2500 test\/<br \/>\n   \u251c\u2500 images\/<br \/>\n   \u2514\u2500 labels\/<\/p>\n<p>\u2022 \u5df2\u7ecf\u9884\u5148\u5212\u5206train\/valid\/test\u4e09\u4e2a\u5b50\u96c6<\/p>\n<p>\u2022 \u56fe\u7247\u4e0e\u6807\u7b7e\u4e00\u4e00\u914d\u5bf9<\/p>\n<p>\u2022 \u914d\u5957yaml\u914d\u7f6e\u6587\u4ef6\u53ef\u76f4\u63a5\u52a0\u8f7d\u542f\u52a8\u8bad\u7ec3<\/p>\n<p>\u914d\u5957data.yaml&#xff08;\u56fe\u4e2d\u539f\u7248&#xff09;<\/p>\n<p>train: <span class=\"token punctuation\">..<\/span>\/train\/images<br \/>\nval: <span class=\"token punctuation\">..<\/span>\/valid\/images<br \/>\ntest: <span class=\"token punctuation\">..<\/span>\/test\/images<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261026082440-6adf0e48063a0.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>nc: <span class=\"token number\">6<\/span><br \/>\nnames: <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;Car&#039;<\/span>, <span class=\"token string\">&#039;Motorcycle&#039;<\/span>, <span class=\"token string\">&#039;People&#039;<\/span>, <span class=\"token string\">&#039;shitou&#039;<\/span>, <span class=\"token string\">&#039;Warning-Crash&#039;<\/span>, <span class=\"token string\">&#039;landslide&#039;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<h3>YOLO26\u8bad\u7ec3\u542f\u52a8\u4ee3\u7801\u793a\u4f8b\u662f\u4ec0\u4e48&#xff1f;<\/h3>\n<p>from ultralytics <span class=\"token function\">import<\/span> YOLO<\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;__main__&#039;<\/span><span class=\"token builtin class-name\">:<\/span><br \/>\n    model <span class=\"token operator\">&#061;<\/span> YOLO<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;yolo26n.pt&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    model.train<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token assign-left variable\">data<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;data.yaml&#034;<\/span>,<br \/>\n        <span class=\"token assign-left variable\">epochs<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">100<\/span>,<br \/>\n        <span class=\"token assign-left variable\">imgsz<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">640<\/span>,<br \/>\n        <span class=\"token assign-left variable\">batch<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span>,<br \/>\n        <span class=\"token assign-left variable\">device<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span>,<br \/>\n        <span class=\"token assign-left variable\">workers<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u9002\u5408\u54ea\u4e9b\u4f7f\u7528\u8005&#xff1f;<\/h3>\n<p>\u2022 \u8ba1\u7b97\u673a\u3001\u6d4b\u7ed8\u3001\u4ea4\u901a\u76f8\u5173\u4e13\u4e1a\u6bd5\u4e1a\u8bbe\u8ba1\u3001\u8bfe\u7a0b\u5927\u4f5c\u4e1a<\/p>\n<p>\u2022 \u8fb9\u5761\u843d\u77f3\u3001\u6ed1\u5761\u707e\u5bb3\u89c6\u89c9\u68c0\u6d4b\u7b97\u6cd5\u539f\u578b\u5f00\u53d1<\/p>\n<p>\u2022 YOLO\u591a\u7c7b\u522b\u76ee\u6807\u68c0\u6d4b\u8bad\u7ec3\u3001\u5bf9\u6bd4\u5b9e\u9a8c<\/p>\n<p>\u2022 \u91ce\u5916\u9053\u8def\u98ce\u9669\u76ee\u6807\u8bc6\u522b\u3001\u5b89\u9632\u76d1\u6d4b\u7b97\u6cd5\u7ec3\u4e60<\/p>\n<p>FAQ<\/p>\n<p>Q&#xff1a;\u6570\u636e\u96c6\u662f\u5426\u5df2\u7ecf\u5212\u5206\u8bad\u7ec3\u9a8c\u8bc1\u6d4b\u8bd5\u96c6&#xff1f;<\/p>\n<p>A&#xff1a;\u662f\u7684&#xff0c;\u5df2\u7ecf\u62c6\u5206train\u3001valid\u3001test&#xff0c;yaml\u8def\u5f84\u5df2\u7ecf\u5199\u597d&#xff0c;\u5f00\u7bb1\u53ef\u7528\u3002<\/p>\n<p>Q&#xff1a;\u7c7b\u522b\u91ccshitou\u662f\u4e2d\u6587\u62fc\u97f3&#xff0c;\u9700\u8981\u4fee\u6539\u5417&#xff1f;<\/p>\n<p>A&#xff1a;\u6807\u7b7eid\u987a\u5e8f\u548cyaml\u4fdd\u6301\u4e00\u81f4\u5373\u53ef&#xff1b;\u53ef\u4ee5\u81ea\u884c\u4fee\u6539yaml\u5185\u540d\u79f0\u4e3a\u4e2d\u6587\u201c\u77f3\u5934\u201d&#xff0c;\u4e0d\u5f71\u54cd\u8bad\u7ec3\u3002<\/p>\n<p>Q&#xff1a;\u56fe\u7247\u6570\u91cf\u504f\u5c11&#xff0c;\u8bad\u7ec3\u6709\u4ec0\u4e48\u5efa\u8bae&#xff1f;<\/p>\n<p>A&#xff1a;\u6837\u672c\u91cf\u8f83\u5c0f&#xff0c;\u5efa\u8bae\u5f00\u542fmosaic\u589e\u5f3a\u3001MixUp&#xff0c;\u4f7f\u7528\u9884\u8bad\u7ec3\u6743\u91cd&#xff0c;\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/p>\n<p>Q&#xff1a;\u6807\u6ce8\u662f\u5206\u5272\u8fd8\u662f\u68c0\u6d4b\u6846&#xff1f;<\/p>\n<p>A&#xff1a;\u6807\u51c6YOLO\u77e9\u5f62\u6846\u76ee\u6807\u68c0\u6d4b\u6807\u6ce8&#xff0c;\u65e0\u5206\u5272\u63a9\u7801\u3002<\/p>\n<p>\u4e1a\u52a1\u8bf4\u660e<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261026082440-6adf0e4871a54.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u672c\u8d44\u6e90\u4e3a\u7535\u5b50\u8d44\u6599&#xff0c;\u7f51\u76d8\u4ea4\u4ed8\u3002\u6570\u636e\u96c6\u4ec5\u7528\u4e8e\u7b97\u6cd5\u5b66\u4e60\u3001\u6bd5\u4e1a\u8bbe\u8ba1\u3001\u79d1\u7814\u5b9e\u9a8c&#xff1b;\u73b0\u573a\u5de5\u7a0b\u4f7f\u7528\u524d\u9700\u8981\u6269\u5145\u6837\u672c\u3001\u9a8c\u8bc1\u6cdb\u5316\u80fd\u529b&#xff0c;\u4f7f\u7528\u8005\u81ea\u884c\u627f\u62c5\u4f7f\u7528\u5408\u89c4\u8d23\u4efb\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261026082440-6adf0e4899725.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> 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\/>\n\u7b54\u6848&#xff1a;\u77f3\u5934\u884c\u4eba\u68c0\u6d4b\u6570\u636e\u96c6&#xff0c;\u603b\u91cf300~400\u5f20&#xff0c;\u6807\u51c6YOLO\u6807\u6ce8\u683c\u5f0f&#xff0c;\u4e00\u51716\u4e2a\u7c7b\u522b&#xff0c;\u5305\u542b\u8f66\u8f86<\/p>\n","protected":false},"author":2,"featured_media":118200,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13178,13421,156,5279,1665,523],"topic":[],"class_list":["post-118205","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-1024---","tag-ai","tag-yolo","tag-1665","tag-523"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u8fb9\u5761\u843d\u77f3\u56fe\u50cf\u6570\u636e\u96c6 \u9053\u8def\u843d\u77f3\u6570\u636e\u96c6 AI\u81ea\u7136\u707e\u5bb3\u9884\u8b66\u6570\u636e\u96c6 - 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