{"id":90882,"date":"2026-08-06T09:09:07","date_gmt":"2026-08-06T01:09:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90882.html"},"modified":"2026-08-06T09:09:07","modified_gmt":"2026-08-06T01:09:07","slug":"%e6%a3%89%e8%8a%b1%e5%8f%b6%e7%89%87%e7%97%85%e8%99%ab%e5%ae%b3%e8%af%86%e5%88%ab-%e6%a3%89%e8%8a%b1%e5%8f%b6%e7%89%878%e7%b1%bb%e7%97%85%e8%99%ab%e5%ae%b3%e6%a3%80%e6%b5%8b%e6%95%b0%e6%8d%ae%e9%9b%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90882.html","title":{"rendered":"\u68c9\u82b1\u53f6\u7247\u75c5\u866b\u5bb3\u8bc6\u522b \u68c9\u82b1\u53f6\u72478\u7c7b\u75c5\u866b\u5bb3\u68c0\u6d4b\u6570\u636e\u96c6"},"content":{"rendered":"

🌱 \u68c9\u82b1\u53f6\u72478\u7c7b\u75c5\u866b\u5bb3\u68c0\u6d4b\u6570\u636e\u96c6（YOLO\u683c\u5f0f）<\/p>\n

\u4e00\u3001\u6570\u636e\u96c6\u6982\u8ff0
\n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
\n\u672c\u6570\u636e\u96c6\u4e3a\u68c9\u82b1\u53f6\u7247\u75c5\u866b\u5bb3\u5782\u76f4\u9886\u57df\u4e13\u4e1a\u6570\u636e\u96c6，\u5171 5,400 \u5f20\u7530\u95f4\u5b9e\u62cd\u56fe\u50cf，\u8986\u76d6 8 \u7c7b\u68c9\u82b1\u53f6\u7247\u5065\u5eb7\u72b6\u6001\u4e0e\u5e38\u89c1\u75c5\u866b\u5bb3（\u542b\u869c\u866b\u3001\u659c\u7eb9\u591c\u86fe\u7b49\u866b\u5bb3，\u4ee5\u53ca\u7ec6\u83cc\u6027\u53f6\u6591\u3001\u67af\u840e\u3001\u7070\u9709\u3001\u53f6\u6591\u3001\u5377\u53f6\u7b49\u75c5\u5bb3）\u3002\u6570\u636e\u96c6\u5df2\u6309 7:2:1 \u5212\u5206\u4e3a\u8bad\u7ec3\u96c6（3,784\u5f20）\/ \u9a8c\u8bc1\u96c6（1,169\u5f20）\/ \u6d4b\u8bd5\u96c6（447\u5f20），\u91c7\u7528\u6807\u51c6 YOLO \u683c\u5f0f\u6807\u6ce8，\u6807\u6ce8\u89c4\u8303\u51c6\u786e，\u5230\u624b\u65e0\u9700\u4e8c\u6b21\u6807\u6ce8\u4e0e\u62c6\u5206，\u53ef\u76f4\u63a5\u6295\u5165\u8bad\u7ec3，\u9002\u914d YOLOv5\/v8\/v10\/v11 \u5168\u7cfb\u5217\u6a21\u578b\u3002<\/p>\n

\u4e8c\u3001\u68c0\u6d4b\u7c7b\u522b（8\u7c7b）<\/p>\n

\u82f1\u6587\u7c7b\u522b\u4e2d\u6587\u540d\u7c7b\u578b\u8bf4\u660e
\nAphids\u869c\u866b\u866b\u5bb3\u523a\u5438\u5f0f\u53e3\u5668，\u7fa4\u96c6\u53f6\u80cc，\u81f4\u53f6\u7247\u5377\u66f2\u53d1\u9ec4
\nArmyworm\u659c\u7eb9\u591c\u86fe\u866b\u5bb3\u5e7c\u866b\u5543\u98df\u53f6\u7247，\u9020\u6210\u7f3a\u523b\u6216\u5b54\u6d1e
\nBacterial Blight\u7ec6\u83cc\u6027\u53f6\u6591\u75c5\u7ec6\u83cc\u75c5\u5bb3\u53f6\u7247\u51fa\u73b0\u6c34\u6e0d\u72b6\u5c0f\u6591，\u540e\u6269\u5927\u6210\u89d2\u6591
\nFusarium Wilt\u67af\u840e\u75c5\u771f\u83cc\u75c5\u5bb3\u7ef4\u7ba1\u675f\u75c5\u5bb3，\u6574\u682a\u840e\u852b，\u53f6\u7247\u9ec4\u5316\u8131\u843d
\nGrey mildew\u7070\u9709\u75c5\u771f\u83cc\u75c5\u5bb3\u53f6\u7247\u51fa\u73b0\u7070\u8272\u9709\u5c42
\nHealthy\u5065\u5eb7\u53f6\u7247\u5bf9\u7167\u6b63\u5e38\u65e0\u75c5\u5bb3\u53f6\u7247
\nLeaf Curl\u5377\u53f6\u75c5\u75c5\u6bd2\/\u751f\u7406\u53f6\u7247\u76b1\u7f29\u5377\u66f2，\u591a\u7531\u68c9\u5377\u53f6\u75c5\u6bd2\u6216\u869c\u866b\u4f20\u6bd2\u5f15\u8d77
\nLeaf spot\u53f6\u6591\u75c5\u771f\u83cc\u75c5\u5bb3\u591a\u79cd\u75c5\u539f\u83cc\u5f15\u8d77\u7684\u53f6\u90e8\u6591\u70b9<\/p>\n

💡 8 \u7c7b\u4e2d\u866b\u5bb32\u7c7b + \u75c5\u5bb35\u7c7b + \u5065\u5eb71\u7c7b，\u8986\u76d6\u68c9\u82b1\u7530\u95f4\u6700\u4e3b\u8981\u7684\u53f6\u90e8\u751f\u7269\u80c1\u8feb，\u662f\u68c9\u82b1\u667a\u80fd\u690d\u4fdd\u8f83\u5b8c\u6574\u7684\u8bc6\u522b\u96c6\u5408\u3002
\n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
\n\u4e09\u3001\u6570\u636e\u96c6\u8be6\u60c5<\/p>\n

\u2022 \u603b\u56fe\u7247\u6570：5,400 \u5f20<\/p>\n

\u2022 \u6807\u6ce8\u683c\u5f0f：YOLO .txt（\u5f52\u4e00\u5316\u5750\u6807），\u6807\u51c6 data.yaml \u53ef\u76f4\u63a5\u5582 Ultralytics<\/p>\n

\u2022 \u6570\u636e\u5212\u5206：<\/p>\n

\u25e6 \u8bad\u7ec3\u96c6：3,784 \u5f20（70%）<\/p>\n

\u25e6 \u9a8c\u8bc1\u96c6：1,169 \u5f20（22%）<\/p>\n

\u25e6 \u6d4b\u8bd5\u96c6：447 \u5f20（8%）<\/p>\n

\u2022 \u76ee\u6807\u5c3a\u5ea6：\u540c\u65f6\u5305\u542b\u5927\u76ee\u6807\u4e0e\u5c0f\u76ee\u6807（\u869c\u866b\u3001\u65e9\u671f\u75c5\u6591\u5c5e\u4e8e\u5c0f\u76ee\u6807，\u5377\u53f6\u3001\u6574\u53f6\u75c5\u6591\u5c5e\u4e8e\u5927\u76ee\u6807）<\/p>\n

\u2022 \u6570\u636e\u6765\u6e90：\u7530\u95f4\u5b9e\u62cd，\u6db5\u76d6\u4e0d\u540c\u5149\u7167\u3001\u89d2\u5ea6\u3001\u75c5\u5bb3\u4e25\u91cd\u7a0b\u5ea6\u6837\u672c，\u8d34\u5408\u5b9e\u9645\u690d\u4fdd\u573a\u666f<\/p>\n

\u56db\u3001\u6838\u5fc3\u4f18\u52bf
\n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
\n\u2022 \u5f00\u7bb1\u5373\u7528：\u6807\u6ce8\u5b8c\u6574\u3001\u5212\u5206\u5c31\u7eea，\u7701\u53bb\u6807\u6ce8\/\u62c6\u5206\/\u6e05\u6d17\u7b49\u9884\u5904\u7406\u6b65\u9aa4<\/p>\n

\u2022 \u914d\u6bd4\u79d1\u5b66：7:2:1 \u662f YOLO \u8bad\u7ec3\u7684\u6807\u51c6\u5212\u5206，\u9a8c\u8bc1\u96c6\u591f\u505a\u65e9\u505c，\u6d4b\u8bd5\u96c6\u591f\u505a\u6700\u7ec8\u8bc4\u4f30<\/p>\n

\u2022 \u573a\u666f\u771f\u5b9e：\u7530\u95f4\u5b9e\u62cd，\u542b\u4e0d\u540c\u75c5\u5bb3\u7a0b\u5ea6\u68af\u5ea6，\u6bd4\u5b9e\u9a8c\u5ba4\u5e72\u51c0\u6837\u672c\u6cdb\u5316\u6027\u66f4\u597d<\/p>\n

\u2022 \u5927\u5c0f\u76ee\u6807\u6df7\u5408：\u5bf9 YOLO \u7684\u5c0f\u76ee\u6807\u5934（P2\/P3）\u8bad\u7ec3\u53cb\u597d，\u53ef\u9a8c\u8bc1\u5c0f\u76ee\u6807\u68c0\u6d4b\u7b56\u7565<\/p>\n

\u4e94\u3001\u8bad\u7ec3\u5efa\u8bae<\/p>\n

\u2022 \u5c0f\u76ee\u6807\u95ee\u9898：Aphids（\u869c\u866b）\u548c\u65e9\u671f\u75c5\u6591\u5728\u56fe\u4e0a\u53ef\u80fd\u53ea\u6709\u5341\u51e0\u4e2a\u50cf\u7d20，\u5efa\u8bae：<\/p>\n

\u25e6 \u5f00\u542f mosaic=1.0 + mixup=0.15<\/p>\n

\u25e6 \u82e5\u7528 YOLOv8\/v11，\u53ef\u5c1d\u8bd5 imgsz=960 \u6216 1280 \u63d0\u5347\u5c0f\u76ee\u6807 recall<\/p>\n

\u25e6 \u4e25\u91cd\u5c0f\u76ee\u6807\u573a\u666f\u53ef\u8003\u8651 SAHI（\u5207\u7247\u63a8\u7406）\u6216\u52a0 P2 \u5c0f\u76ee\u6807\u68c0\u6d4b\u5934<\/p>\n

\u2022 \u7c7b\u522b\u4e0d\u5e73\u8861：\u5982\u679c Healthy \u6216\u67d0\u75c5\u5bb3\u6837\u672c\u504f\u5c11，\u53ef\u542f\u7528 class_weights \u6216\u8fc7\u91c7\u6837<\/p>\n

\u2022 \u9884\u671f\u6307\u6807：\u68c9\u82b1\u53f6\u75c5\u7c7b\u6570\u636e\u96c6\u5728 YOLOv8s \u4e0a mAP@0.5 \u901a\u5e38\u80fd\u5230 0.85+，v11n \u53ef\u51b2 0.88+
\n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
\n\u516d\u3001\u53ef\u914d\u5957\u7cfb\u7edf\u65b9\u5411<\/p>\n

\u5ef6\u7eed\u6b64\u524d\u519c\u4e1aAI\u7cfb\u5217（\u519c\u4f5c\u726929\u7c7b \/ \u756a\u8304\u53f611\u7c7b \/ \u5bb3\u866b11\u7c7b \/ \u6843\u5b50\u6210\u719f\u5ea6 \/ \u5c0f\u9ea6\u5206\u7c7b）\u7684\u67b6\u6784，\u53ef\u642d\u4e00\u5957\u68c9\u82b1\u667a\u80fd\u690d\u4fdd\u68c0\u6d4b\u7cfb\u7edf：<\/p>\n

\u2022 \u68c0\u6d4b\u7aef：\u56fe\u7247 \/ \u6279\u91cf \/ \u89c6\u9891 \/ \u6444\u50cf\u5934（\u7530\u95f4\u624b\u6301\u6216\u65e0\u4eba\u673a\u6302\u8f7d）<\/p>\n

\u2022 LLM \u6a21\u5757：\u8bc6\u522b\u5230\u5177\u4f53\u75c5\u866b\u5bb3\u540e\u8c03\u7528 DeepSeek\/Qwen，\u8f93\u51fa：<\/p>\n

\u25e6 \u53d1\u75c5\u89c4\u5f8b（\u5982\u67af\u840e\u75c5\u5728\u8fde\u4f5c\u68c9\u7530\u9ad8\u53d1）<\/p>\n

\u25e6 \u9632\u6cbb\u836f\u5242（\u869c\u866b\u7528\u5421\u866b\u5549\/\u5576\u866b\u8112，\u67af\u840e\u75c5\u7528\u82ef\u919a\u7532\u73af\u5511+\u5627\u83cc\u916f\u704c\u6839）<\/p>\n

\u25e6 \u9884\u8b66\u5efa\u8bae（\u5377\u53f6\u75c5\u65e9\u671f\u4e0e\u869c\u866b\u5173\u8054\u6027\u5f3a，\u9700\u5148\u63a7\u869c）<\/p>\n

\u2022 \u5730\u5757\u7ba1\u7406：\u6309\u7530\u5757\/\u519c\u6237\u8bb0\u5f55\u53d1\u75c5\u5206\u5e03，\u751f\u6210\u690d\u4fdd\u4f5c\u4e1a\u5efa\u8bae<\/p>\n

\u2022 \u62a5\u544a\u5bfc\u51fa：PDF \u68c0\u6d4b\u62a5\u544a + \u9632\u6cbb\u65b9\u6848<\/p>\n

\u6280\u672f\u6808\u53c2\u8003：YOLOv8\/v11 + Flask + Spring Boot + Vue3 + MySQL + ECharts + DeepSeek API<\/p>\n

\u4e03\u3001\u5e94\u7528\u573a\u666f<\/p>\n

\u2022 \u68c9\u82b1\u79cd\u690d\u5927\u6237\/\u5408\u4f5c\u793e：\u7530\u95f4\u5de1\u67e5\u770b\u53f6，\u5feb\u901f\u5224\u65ad\u75c5\u866b\u5bb3\u7c7b\u578b\u4e0e\u4e25\u91cd\u7a0b\u5ea6<\/p>\n

\u2022 \u690d\u4fdd\u7ad9：\u533a\u57df\u6027\u68c9\u7530\u75c5\u866b\u5bb3\u666e\u67e5\u4e0e\u9884\u8b66<\/p>\n

\u2022 \u519c\u6280\u670d\u52a1\u516c\u53f8：\u98de\u9632\u4f5c\u4e1a\u524d\u7684\u75c5\u5bb3\u6478\u5e95，\u7cbe\u51c6\u914d\u836f<\/p>\n

\u2022 \u68c9\u82b1\u7814\u7a76\u6240：\u6297\u75c5\u54c1\u79cd\u7b5b\u9009\u3001\u836f\u6548\u8bd5\u9a8c\u7684\u81ea\u52a8\u5316\u8bb0\u5f55<\/p>\n

\u2022 \u519c\u4e1a\u9662\u6821：\u690d\u7269\u4fdd\u62a4\u5b9e\u8bad\u6570\u636e\u96c6<\/p>\n

\u516b\u3001\u4e0e\u540c\u7cfb\u5217\u519c\u4e1a\u6570\u636e\u96c6\u7684\u5bf9\u6bd4<\/p>\n

\u6570\u636e\u96c6\u56fe\u7247\u91cf\u7c7b\u522b\u4efb\u52a1\u4fa7\u91cd
\n\u519c\u4f5c\u726929\u7c7b7,000<\/span>+29<\/span>（\u591a\u4f5c\u7269\u53f6\u75c5）\u68c0\u6d4b\u5e7f\u8986\u76d6，\u8de8\u4f5c\u7269
\n\u756a\u8304\u53f611\u7c7b8,421<\/span>11<\/span>（\u756a\u8304\u4e13\u7c7b）\u68c0\u6d4b\u5355\u4f5c\u7269\u6df1\u8986\u76d6
\n\u5bb3\u866b11\u7c7b\u201411<\/span>（\u5bb3\u866b）\u68c0\u6d4b\u866b\u800c\u975e\u75c5
\n\u6843\u5b50\u6210\u719f\u5ea63\u7c7b1,245<\/span>3<\/span>（\u6210\u719f\u5ea6）\u68c0\u6d4b\u54c1\u8d28\u5206\u7ea7
\n\u5c0f\u9ea6\u5206\u7c7b6\u7c7b4,804<\/span>6<\/span>（\u9ea6\u7c92\u54c1\u8d28）\u5206\u7c7b\u7c7d\u7c92\u800c\u975e\u53f6
\n\u68c9\u82b1\u53f68\u7c7b5,400<\/span>8<\/span>（\u68c9\u53f6\u866b+\u75c5）\u68c0\u6d4b\u5355\u4f5c\u7269+\u866b\u75c5\u6df7\u5408<\/p>\n

💡 \u68c9\u82b1\u8fd9\u5957\u7684\u7279\u70b9\u662f\u866b\u75c5\u540c\u6846\u2014\u2014\u869c\u866b\u548c\u5377\u53f6\u75c5\u7ecf\u5e38\u4f34\u751f，\u7ec6\u83cc\u6027\u6591\u548c\u67af\u840e\u75c5\u75c7\u72b6\u6613\u6df7，\u6bd4\u7eaf"\u75c5\u5bb3\u96c6"\u66f4\u8d34\u8fd1\u7530\u95f4\u771f\u5b9e（\u519c\u6237\u62cd\u4e00\u5f20\u53f6\u5b50，\u53ef\u80fd\u65e2\u6709\u866b\u53c8\u6709\u75c5）\u3002<\/p>\n

\u4e5d\u3001\u4ea4\u4ed8\u5185\u5bb9<\/p>\n

  • \n

    \u6570\u636e\u96c6：5,400 \u5f20\u56fe\u7247 + YOLO txt \u6807\u6ce8<\/p>\n<\/li>\n

  • \n

    \u5212\u5206\u6587\u4ef6：train\/val\/test \u5217\u8868 + data.yaml<\/p>\n<\/li>\n

  • \n

    \u6807\u7b7e\u5bf9\u7167\u8868：\u4e2d\u82f1\u7c7b\u522b\u540d，\u65b9\u4fbf\u5199\u8fdb\u8bba\u6587\/\u62a5\u544a<\/p>\n<\/li>\n

    \u5341\u3001\u5b9a\u5236\u5316\u670d\u52a1（）<\/p>\n

    \u2022 \u6269\u5145\u7c7b\u522b（\u5982\u68c9\u94c3\u866b\u3001\u7ea2\u8718\u86db\u3001\u9ec4\u840e\u75c5\u7b49）<\/p>\n

    \u2022 \u63d0\u4f9b\u9884\u8bad\u7ec3\u6743\u91cd（YOLOv8\/v11）<\/p>\n

    \u2022 \u5f00\u53d1\u5b8c\u6574\u68c9\u82b1\u690d\u4fdd\u68c0\u6d4b\u7cfb\u7edf（\u542b LLM \u5efa\u8bae + \u5730\u5757\u7ba1\u7406）<\/p>\n

    \u2022 \u5bf9\u63a5\u65e0\u4eba\u673a\/\u624b\u6301\u5de1\u68c0\u8bbe\u5907，\u505a\u7530\u95f4\u5b9e\u65f6\u68c0\u6d4b<\/p>\n

    \n","protected":false},"excerpt":{"rendered":"

    🌱 \u68c9\u82b1\u53f6\u72478\u7c7b\u75c5\u866b\u5bb3\u68c0\u6d4b\u6570\u636e\u96c6（YOLO\u683c\u5f0f）
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