{"id":109110,"date":"2026-09-23T11:17:15","date_gmt":"2026-09-23T03:17:15","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109110.html"},"modified":"2026-09-23T11:17:15","modified_gmt":"2026-09-23T03:17:15","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81%e5%8f%8d%e6%97%a0%e4%ba%ba%e6%9c%ba%e5%9b%be%e5%83%8f%e8%af%86%e5%88%ab%e6%95%b0%e6%8d%ae%e9%9b%86-%e7%a9%ba%e4%b8%ad%e5%a8%81%e8%83%81%e6%95%b0%e6%8d%ae%e9%9b%86-%e7%ba%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109110.html","title":{"rendered":"\u591a\u6a21\u6001\u53cd\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6 \u7a7a\u4e2d\u5a01\u80c1\u6570\u636e\u96c6 \u7ea2\u5916\u548c\u53ef\u89c1\u5149\u5bf9\u9f50\u6570\u636e\u96c6"},"content":{"rendered":"

\u591a\u6a21\u6001\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6<\/h2>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u6570\u636e\u96c6\u6982\u8ff0<\/h3>\n

\u591a\u5149\u8c31\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6，\u5305\u542b**\u7ea2\u5916（IR）\u4e0e\u53ef\u89c1\u5149（RGB）**\u53cc\u5149\u8c31\u56fe\u50cf，\u4e24\u79cd\u6a21\u6001\u5df2\u5b8c\u6210\u5bf9\u9f50，\u53ef\u76f4\u63a5\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u3002\u9002\u7528\u4e8e\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u7b49\u76f8\u5173\u89c6\u89c9\u4efb\u52a1\u3002
\n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
\n\u56fe\u50cf\u5206\u8fa8\u7387\u4e3a 960\u00d71080，\u6807\u7b7e\u91c7\u7528 YOLO \u683c\u5f0f，\u6570\u636e\u5212\u5206\u6e05\u6670，\u5f00\u7bb1\u5373\u7528\u3002<\/p>\n

\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u6838\u5fc3\u53c2\u6570<\/h3>\n\n\u9879\u76ee\u8be6\u60c5<\/tr>\n\n\n\n\n\n\n\n\n\n
\u6570\u636e\u96c6\u540d\u79f0<\/td>\n\u591a\u5149\u8c31\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6<\/td>\n<\/tr>\n
\u6570\u636e\u89c4\u6a21<\/td>\n9500 \u5f20\u5de6\u53f3\u56fe\u50cf<\/td>\n<\/tr>\n
\u56fe\u50cf\u5206\u8fa8\u7387<\/td>\n960 \u00d7 1080<\/td>\n<\/tr>\n
\u5149\u8c31\u6a21\u6001<\/td>\n\u7ea2\u5916（IR）\u3001\u53ef\u89c1\u5149（RGB）<\/td>\n<\/tr>\n
\u6570\u636e\u5212\u5206<\/td>\n\u8bad\u7ec3\u96c6 8526 \/ \u6d4b\u8bd5\u96c6 1067<\/td>\n<\/tr>\n
\u6807\u6ce8\u683c\u5f0f<\/td>\nYOLO \u683c\u5f0f（IR \/ RGB \u5bf9\u9f50\u540e\u6807\u6ce8）<\/td>\n<\/tr>\n
\u6570\u636e\u6765\u6e90<\/td>\n\u65e0\u4eba\u673a\u642d\u8f7d\u591a\u5149\u8c31\u76f8\u673a\u91c7\u96c6<\/td>\n<\/tr>\n
\u6838\u5fc3\u7528\u9014<\/td>\n\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u7814\u7a76<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u6a21\u6001\u8bf4\u660e<\/h3>\n\n\u6a21\u6001\u8bf4\u660e<\/tr>\n\n\n\n
\u53ef\u89c1\u5149（RGB）<\/td>\n\u5e38\u89c4\u5149\u5b66\u56fe\u50cf，\u7eb9\u7406\u3001\u989c\u8272\u4fe1\u606f\u4e30\u5bcc<\/td>\n<\/tr>\n
\u7ea2\u5916（IR）<\/td>\n\u70ed\u7ea2\u5916\u56fe\u50cf，\u5bf9\u6e29\u5ea6\u5dee\u5f02\u3001\u591c\u95f4\u573a\u666f\u654f\u611f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e24\u79cd\u6a21\u6001\u5df2\u5b8c\u6210\u7a7a\u95f4\u5bf9\u9f50，\u540c\u540d\u6837\u672c\u4e00\u4e00\u5bf9\u5e94，\u53ef\u76f4\u63a5\u7528\u4e8e\u591a\u5149\u8c31\u76f8\u5173\u7814\u7a76\u3002<\/p>\n

\n

\u6807\u6ce8\u7c7b\u522b\u8bf4\u660e<\/h3>\n

\u7d20\u6750\u672a\u63d0\u4f9b\u5177\u4f53\u7c7b\u522b\u540d\u79f0，\u6807\u7b7e\u4e3a YOLO \u683c\u5f0f，\u6309\u5b9e\u9645\u7c7b\u522b\u4f7f\u7528\u3002<\/p>\n

\n

\u683c\u5f0f\u652f\u6301<\/h3>\n

\u9ed8\u8ba4YOLO\u683c\u5f0f\u6570\u636e\u96c6（IR\u3001RGB \u5404\u81ea\u914d\u5957\u6807\u7b7e）<\/p>\n

\n

\u9002\u7528\u573a\u666f<\/h3>\n
    \n
  • \u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u7814\u7a76<\/li>\n
  • \u591a\u5149\u8c31\u56fe\u50cf\u5206\u6790<\/li>\n
  • \u7ea2\u5916\u4e0e\u53ef\u89c1\u5149\u878d\u5408\u5e94\u7528<\/li>\n<\/ul>\n
    \n

    \u8bad\u7ec3\u914d\u7f6e\u793a\u4f8b（YOLO \u683c\u5f0f）<\/h3>\n

    \u6570\u636e\u96c6\u914d\u7f6e（YAML）<\/h4>\n

    yaml<\/p>\n

    \u591a\u5149\u8c31\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6\u914d\u7f6e<\/p>\n

    path: .\/multispectral_drone<\/p>\n

    train: images\/train<\/p>\n

    val: images\/val<\/p>\n

    test: images\/test<\/p>\n

    names:<\/p>\n

    0<\/span>: target # \u6309\u5b9e\u9645\u7c7b\u522b\u8865\u5145<\/span><\/p>\n

    \u8bad\u7ec3\u4ee3\u7801<\/h4>\n

    python<\/p>\n

    from ultralytics import<\/span> YOLO<\/p>\n

    \u52a0\u8f7d\u6a21\u578b<\/p>\n

    model =<\/span> YOLO(<\/span>"yolo11s.yaml"<\/span>)<\/span><\/p>\n

    \u5f00\u59cb\u8bad\u7ec3<\/p>\n

    model.train(<\/span><\/p>\n

    data<\/span>=<\/span>"multispectral_drone.yaml"<\/span>,<\/p>\n

    epochs<\/span>=<\/span>200<\/span>,<\/p>\n

    imgsz<\/span>=<\/span>640<\/span>,<\/p>\n

    batch<\/span>=<\/span>8<\/span>,<\/p>\n

    device<\/span>=<\/span>0<\/span><\/p>\n

    )<\/span><\/p>\n

    \n

    \u8bdd\u9898\u5173\u952e\u8bcd<\/h3>\n

    #\u591a\u5149\u8c31 #\u65e0\u4eba\u673a #\u7ea2\u5916 #\u53ef\u89c1\u5149 #\u56fe\u50cf\u8bc6\u522b #YOLO #\u5bf9\u9f50<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u591a\u6a21\u6001\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6\u6570\u636e\u96c6\u6982\u8ff0
    \n\u591a\u5149\u8c31\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6，\u5305\u542b**\u7ea2\u5916（IR）\u4e0e\u53ef\u89c1\u5149（RGB）**\u53cc\u5149\u8c31\u56fe\u50cf，\u4e24\u79cd\u6a21\u6001\u5df2\u5b8c\u6210\u5bf9\u9f50，\u53ef\u76f4\u63a5\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u3002\u9002\u7528\u4e8e\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u7b49\u76f8\u5173\u89c6\u89c9\u4efb\u52a1\u3002\u56fe\u50cf\u5206\u8fa8\u7387\u4e3a 960\u00d71080，\u6807\u7b7e\u91c7\u7528 YOLO \u683c\u5f0f，\u6570\u636e\u5212\u5206\u6e05\u6670，\u5f00\u7bb1\u5373\u7528\u3002\u6838\u5fc3\u53c2\u6570\u9879\u76ee\u8be6\u60c5\u6570\u636e\u96c6\u540d\u79f0\u591a\u5149\u8c31\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6\u6570\u636e\u89c4\u6a219<\/p>\n","protected":false},"author":2,"featured_media":109106,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[12448,12449,50,5134,1665],"topic":[],"class_list":["post-109110","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-12448","tag-12449","tag-50","tag-5134","tag-1665"],"yoast_head":"\n\u591a\u6a21\u6001\u53cd\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b\u6570\u636e\u96c6 \u7a7a\u4e2d\u5a01\u80c1\u6570\u636e\u96c6 \u7ea2\u5916\u548c\u53ef\u89c1\u5149\u5bf9\u9f50\u6570\u636e\u96c6 - 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