{"id":58211,"date":"2025-08-16T06:20:47","date_gmt":"2025-08-15T22:20:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/58211.html"},"modified":"2025-08-16T06:20:47","modified_gmt":"2025-08-15T22:20:47","slug":"ai%e9%a9%b1%e5%8a%a8%e7%9a%84%e4%bd%8e%e7%a9%ba%e6%97%a0%e4%ba%ba%e6%9c%ba%e5%85%a8%e5%9f%9f%e6%99%ba%e8%83%bd%e7%ae%a1%e6%8e%a7%e9%98%b2%e6%8a%a4%e7%bd%91%ef%bc%8c%e5%9f%ba%e4%ba%8e%e5%b5%8c%e5%85%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/58211.html","title":{"rendered":"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf"},"content":{"rendered":"<p>\u968f\u7740\u79d1\u6280\u8fdb\u6b65\u4e0e\u6d88\u8d39\u5347\u7ea7&#xff0c;\u65e0\u4eba\u673a\u6b63\u4ece\u4e13\u4e1a\u9886\u57df\u98de\u5165\u5bfb\u5e38\u767e\u59d3\u5bb6\u3002\u6d88\u8d39\u8005\u901a\u8fc7\u65e0\u4eba\u673a\u8bb0\u5f55\u751f\u6d3b\u3001\u521b\u4f5c\u5185\u5bb9\u7684\u540c\u65f6&#xff0c;\u4f4e\u7a7a\u9886\u57df\u7684\u5b89\u5168\u9690\u60a3\u4e5f\u65e5\u76ca\u51f8\u663e&#xff1a;\u65e0\u4eba\u673a\u4f24\u4eba\u4e8b\u4ef6\u9891\u53d1\u3001\u91cd\u5927\u6d3b\u52a8\u73b0\u573a&#034;\u9ed1\u98de&#034;\u6270\u4e71\u79e9\u5e8f\u3001\u654f\u611f\u533a\u57df\u975e\u6cd5\u7aa5\u63a2\u7b49\u6848\u4f8b\u9891\u53d1&#xff0c;\u4f20\u7edf\u7ba1\u63a7\u624b\u6bb5\u7684\u5c40\u9650\u6027\u6108\u53d1\u51f8\u663e\u3002\u5728\u6b64\u80cc\u666f\u4e0b&#xff0c;AI\u667a\u80fd\u6280\u672f\u4e0e\u4f4e\u7a7a\u5b89\u5168\u7ba1\u7406\u7684\u6df1\u5ea6\u878d\u5408&#xff0c;\u6b63\u6210\u4e3a\u7834\u89e3\u6cbb\u7406\u96be\u9898\u7684\u5173\u952e\u8def\u5f84\u3002<\/p>\n<p>\u4e00\u3001\u4f20\u7edf\u7ba1\u63a7\u6a21\u5f0f\u9762\u4e34\u4e09\u5927\u6311\u6218<\/p>\n<p>\u5f53\u524d\u4f4e\u7a7a\u65e0\u4eba\u673a\u7ba1\u7406\u4e3b\u8981\u4f9d\u8d56&#034;\u53cc\u8f68\u5236&#034;&#xff1a;\u4e00\u65b9\u9762\u8981\u6c42\u4f7f\u7528\u8005\u4e3b\u52a8\u62a5\u5907\u98de\u884c\u8ba1\u5212&#xff0c;\u53e6\u4e00\u65b9\u9762\u4f9d\u9760\u6267\u6cd5\u4eba\u5458\u624b\u6301\u4fe1\u53f7\u5c4f\u853d\u67aa\u8fdb\u884c\u73b0\u573a\u5904\u7f6e\u3002\u8fd9\u79cd\u6a21\u5f0f\u5b58\u5728\u663e\u8457\u77ed\u677f&#xff1a;\u5176\u4e00&#xff0c;\u4e3b\u52a8\u62a5\u5907\u4f9d\u8d56\u4f7f\u7528\u8005\u81ea\u5f8b&#xff0c;\u90e8\u5206\u8fdd\u89c4\u98de\u884c\u8005\u901a\u8fc7\u5173\u95ed\u5b9a\u4f4d\u3001\u4f2a\u88c5\u8bbe\u5907\u7b49\u65b9\u5f0f\u9003\u907f\u76d1\u7ba1&#xff1b;\u5176\u4e8c&#xff0c;\u4eba\u5de5\u5de1\u67e5\u6548\u7387\u4f4e\u4e0b&#xff0c;\u91cd\u5927\u6d3b\u52a8\u73b0\u573a\u9700\u90e8\u7f72\u5927\u91cf\u4eba\u529b\u8fdb\u884c\u4f4e\u7a7a\u5de1\u67e5&#xff0c;\u4ecd\u96be\u4ee5\u5b9e\u73b0\u5168\u57df\u8986\u76d6&#xff1b;\u5176\u4e09&#xff0c;\u4e8b\u540e\u5904\u7f6e\u5b58\u5728\u6ede\u540e\u6027&#xff0c;\u4fe1\u53f7\u5c4f\u853d\u67aa\u4ec5\u80fd\u5bf9\u5df2\u8d77\u98de\u65e0\u4eba\u673a\u8fdb\u884c\u5f3a\u5236\u964d\u843d&#xff0c;\u65e0\u6cd5\u9884\u9632\u6f5c\u5728\u98ce\u9669\u30022023\u5e74\u67d0\u5730\u9a6c\u62c9\u677e\u8d5b\u4e8b\u4e2d&#xff0c;\u4e00\u67b6\u672a\u7ecf\u62a5\u5907\u7684\u65e0\u4eba\u673a\u7a81\u7136\u5760\u5165\u8dd1\u9053&#xff0c;\u9669\u4e9b\u9020\u6210\u8fd0\u52a8\u5458\u53d7\u4f24\u7684\u4e8b\u4ef6&#xff0c;\u66b4\u9732\u4e86\u4f20\u7edf\u7ba1\u63a7\u6a21\u5f0f\u7684\u8106\u5f31\u6027\u3002<\/p>\n<p>\u4e8c\u3001AI\u6280\u672f\u91cd\u6784\u4f4e\u7a7a\u5b89\u5168\u6cbb\u7406\u8303\u5f0f<\/p>\n<p>\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u667a\u80fd\u5316\u68c0\u6d4b\u6a21\u578b&#xff0c;\u901a\u8fc7&#034;\u6570\u636e\u9a71\u52a8&#043;\u8fb9\u7f18\u8ba1\u7b97&#034;\u7684\u521b\u65b0\u67b6\u6784&#xff0c;\u6b63\u5728\u91cd\u5851\u4f4e\u7a7a\u5b89\u5168\u7ba1\u7406\u4f53\u7cfb&#xff1a;<\/p>\n<p>\u6570\u636e\u8d44\u4ea7\u6c89\u6dc0&#xff1a;\u6574\u5408\u5386\u53f2\u6267\u6cd5\u8bb0\u5f55\u3001\u6a21\u62df\u98de\u884c\u6570\u636e\u3001\u516c\u5f00\u89c6\u9891\u7d20\u6750&#xff0c;\u6784\u5efa\u5305\u542b\u6570\u5341\u4e07\u5f20\u6807\u6ce8\u56fe\u50cf\u7684\u4e13\u9879\u6570\u636e\u96c6&#xff0c;\u8986\u76d6\u6d88\u8d39\u7ea7\u65e0\u4eba\u673a\u5168\u54c1\u7c7b\u53ca\u5178\u578b\u5e72\u6270\u573a\u666f\u3002 \u6a21\u578b\u7b97\u6cd5\u7a81\u7834&#xff1a;\u91c7\u7528YOLOv8\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\u4e0eTransformer\u65f6\u7a7a\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u5b9e\u73b098.7%\u7684\u68c0\u6d4b\u51c6\u786e\u7387&#xff0c;\u5bf9\u5fae\u5c0f\u578b\u65e0\u4eba\u673a&#xff08;\u5982\u76f4\u5f84&lt;30cm\u7684\u7a7f\u8d8a\u673a&#xff09;\u8bc6\u522b\u8ddd\u79bb\u7a81\u7834500\u7c73\u3002 \u8fb9\u7f18\u8ba1\u7b97\u90e8\u7f72&#xff1a;\u5c06\u8f7b\u91cf\u5316\u6a21\u578b\u90e8\u7f72\u81f3\u793e\u533a\u6444\u50cf\u5934\u3001\u667a\u6167\u706f\u6746\u7b49\u8fb9\u7f18\u8bbe\u5907&#xff0c;\u5b9e\u73b010ms\u7ea7\u54cd\u5e94\u5ef6\u8fdf&#xff0c;\u8f83\u4e91\u7aef\u5904\u7406\u6548\u7387\u63d0\u534720\u500d\u3002\u67d0\u8bd5\u70b9\u533a\u57df\u90e8\u7f72\u540e&#xff0c;\u8fdd\u89c4\u98de\u884c\u53d1\u73b0\u65f6\u95f4\u4ece\u5e73\u574715\u5206\u949f\u7f29\u77ed\u81f38\u79d2\u3002 \u4e09\u3001\u667a\u80fd\u9632\u63a7\u4f53\u7cfb\u7684\u4e09\u5927\u6838\u5fc3\u4f18\u52bf \u5168\u57df\u611f\u77e5\u7f51\u7edc&#xff1a;\u901a\u8fc7\u6574\u5408\u57ce\u5e02\u73b0\u6709\u6444\u50cf\u5934\u8d44\u6e90&#xff0c;\u6784\u5efa&#034;\u5929\u773c&#043;\u5730\u773c&#034;\u7acb\u4f53\u76d1\u6d4b\u4f53\u7cfb\u3002\u5728\u676d\u5dde\u4e9a\u8fd0\u4f1a\u5b89\u4fdd\u4e2d&#xff0c;\u7cfb\u7edf\u6210\u529f\u8bc6\u522b\u5e76\u62e6\u622a127\u67b6\u6b21\u8fdd\u89c4\u65e0\u4eba\u673a&#xff0c;\u8f83\u4f20\u7edf\u4eba\u5de5\u5de1\u67e5\u6548\u7387\u63d0\u534740\u500d\u3002 \u98ce\u9669\u9884\u5224\u80fd\u529b&#xff1a;\u57fa\u4e8e\u65f6\u7a7a\u8f68\u8ff9\u9884\u6d4b\u7b97\u6cd5&#xff0c;\u7cfb\u7edf\u53ef\u63d0\u524d5\u5206\u949f\u9884\u8b66\u6f5c\u5728\u51b2\u7a81\u98ce\u9669\u3002\u5728\u6df1\u5733\u67d0\u673a\u573a\u5468\u8fb9\u90e8\u7f72\u540e&#xff0c;\u51c0\u7a7a\u533a\u95ef\u5165\u4e8b\u4ef6\u540c\u6bd4\u4e0b\u964d82%\u3002 \u667a\u80fd\u5904\u7f6e\u95ed\u73af&#xff1a;\u96c6\u6210\u7535\u5b50\u56f4\u680f\u3001\u4fe1\u53f7\u5e72\u6270\u3001\u7cbe\u51c6\u8feb\u964d\u7b49\u591a\u7ea7\u5904\u7f6e\u624b\u6bb5&#xff0c;\u5f62\u6210&#034;\u68c0\u6d4b-\u9884\u8b66-\u5904\u7f6e-\u53d6\u8bc1&#034;\u5b8c\u6574\u94fe\u6761\u3002\u4e0a\u6d77\u5916\u6ee9\u533a\u57df\u8bd5\u70b9\u671f\u95f4&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u89e6\u53d132\u6b21\u7535\u5b50\u56f4\u680f\u5e72\u9884&#xff0c;\u5747\u5b9e\u73b0100%\u5904\u7f6e\u6210\u529f\u7387\u3002 \u672c\u6587\u6b63\u662f\u5728\u8fd9\u6837\u7684\u601d\u8003\u80cc\u666f\u4e0b&#xff0c;\u60f3\u8981\u63a2\u7d22\u5c1d\u8bd5\u4ece\u5b9e\u9a8c\u6027\u8d28\u7684\u89d2\u5ea6\u5f00\u53d1\u6784\u5efa\u667a\u80fd\u5316\u7684\u68c0\u6d4b\u8bc6\u522b\u6a21\u578b&#xff0c;\u5728\u524d\u6587\u4e2d\u6211\u4eec\u5df2\u7ecf\u8fdb\u884c\u4e86\u76f8\u5e94\u7684\u5f00\u53d1\u5b9e\u8df5&#xff0c;\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u81ea\u884c\u79fb\u6b65\u9605\u8bfb\u5373\u53ef&#xff1a;<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8eYOLOv5\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8eYOLOv7\u5168\u7cfb\u5217\u3010tiny\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8eYOLOv8\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8eYOLOv9\u5168\u7cfb\u5217\u3010yolov9\/t\/s\/m\/c\/e\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8eYOLOv10\u5168\u7cfb\u5217\u3010n\/s\/m\/b\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8eYOLOv11\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51&#xff0c;\u57fa\u4e8e\u6700\u65b0\u4ee5\u6ce8\u610f\u529b\u4e3a\u6838\u5fc3\u7684YOLOv12\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u672c\u6587\u6b63\u662f\u5728\u8fd9\u6837\u7684\u601d\u8003\u80cc\u666f\u4e0b\u60f3\u8981\u4ece\u5b9e\u9a8c\u6027\u8d28\u7684\u89d2\u5ea6\u51fa\u53d1&#xff0c;\u5c1d\u8bd5\u5e94\u7528\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u7684LeYOLO\u7cfb\u5217\u7684\u53c2\u6570\u6a21\u578b\u6765\u5f00\u53d1\u6784\u5efa\u8f7b\u91cf\u7ea7\u7684\u8f66\u9053\u7ebf\u68c0\u6d4b\u8bc6\u522b\u5206\u6790\u7cfb\u7edf&#xff0c;\u9996\u5148\u770b\u4e0b\u5b9e\u4f8b\u6548\u679c&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1011\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222021-689fb2a5669f3.gif\" width=\"1766\" \/><\/p>\n<p>\u7b80\u5355\u770b\u4e0b\u5b9e\u4f8b\u6570\u636e\u96c6&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1184\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222022-689fb2a6b67aa.png\" width=\"1732\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1158\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222025-689fb2a9aedc7.png\" width=\"1736\" \/><\/p>\n<p>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u8ba1\u7b97\u6548\u7387\u5bf9\u4e8e\u76ee\u6807\u68c0\u6d4b\u81f3\u5173\u91cd\u8981&#xff0c;\u5c24\u5176\u662f\u5728\u65b0\u6a21\u578b\u5c06\u901f\u5ea6\u4f18\u5148\u4e8e\u9ad8\u6548\u8ba1\u7b97&#xff08;FLOP&#xff09;\u7684\u60c5\u51b5\u4e0b\u3002\u8fd9\u79cd\u6f14\u53d8\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5df2\u7ecf\u843d\u540e\u4e8e\u5d4c\u5165\u5f0f\u548c\u9762\u5411\u79fb\u52a8\u7684AI\u5bf9\u8c61\u68c0\u6d4b\u5e94\u7528\u7a0b\u5e8f\u3002\u8fd9\u91cc\u91cd\u70b9\u8ba8\u8bba\u4e86\u57fa\u4e8eFLOP\u7684\u9ad8\u6548\u76ee\u6807\u68c0\u6d4b\u8ba1\u7b97\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u7684\u8bbe\u8ba1\u9009\u62e9&#xff0c;\u5e76\u63d0\u51fa\u4e86\u51e0\u79cd\u4f18\u5316\u65b9\u6cd5\u6765\u63d0\u9ad8\u57fa\u4e8eYLO\u7684\u6a21\u578b\u7684\u6548\u7387\u3002 \u9996\u5148&#xff0c;\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e\u53cd\u5411\u74f6\u9888\u548c\u4fe1\u606f\u74f6\u9888\u539f\u7406\u7684\u6709\u6548\u4e3b\u5e72\u6269\u5c55\u65b9\u6cd5\u3002\u5176\u6b21&#xff0c;\u63d0\u51fa\u4e86\u5feb\u901f\u91d1\u5b57\u5854\u7ed3\u6784\u7f51\u7edc&#xff08;FPAN&#xff09;&#xff0c;\u65e8\u5728\u4fc3\u8fdb\u5feb\u901f\u591a\u5c3a\u5ea6\u7279\u5f81\u5171\u4eab&#xff0c;\u540c\u65f6\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u3002\u6700\u540e\u63d0\u51fa\u4e86\u4e00\u4e2a\u89e3\u8026\u7684\u7f51\u7edc\u4e2d\u7f51\u7edc&#xff08;DNiN&#xff09;\u68c0\u6d4b\u5934\u7684\u8bbe\u8ba1&#xff0c;\u4ee5\u63d0\u4f9b\u5feb\u901f\u800c\u8f7b\u91cf\u7ea7\u7684\u8ba1\u7b97\u5206\u7c7b\u548c\u56de\u5f52\u4efb\u52a1\u3002 \u5728\u8fd9\u4e9b\u4f18\u5316\u7684\u57fa\u7840\u4e0a&#xff0c;\u5229\u7528\u66f4\u9ad8\u6548\u7684\u4e3b\u5e72&#xff0c;\u4e3a\u5bf9\u8c61\u68c0\u6d4b\u548c\u4ee5YOLO\u4e3a\u4e2d\u5fc3\u7684\u6a21\u578b&#xff08;\u79f0\u4e3aLeYOLO&#xff09;\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u7f29\u653e\u8303\u4f8b\u3002\u5728\u5404\u79cd\u8d44\u6e90\u9650\u5236\u4e0b\u59cb\u7ec8\u4f18\u4e8e\u73b0\u6709\u6a21\u578b&#xff0c;\u5b9e\u73b0\u4e86\u524d\u6240\u672a\u6709\u7684\u51c6\u786e\u6027\u548c\u5931\u8d25\u7387\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;LeYOLO Small\u5728COCO val\u4e0a\u4ec5\u4ee54.5\u6b21\u5931\u8d25&#xff08;G&#xff09;\u83b7\u5f97\u4e8638.2%\u7684\u7ade\u4e89\u6027mAP\u5206\u6570&#xff0c;\u4e0e\u6700\u65b0\u6700\u5148\u8fdb\u7684YOLOv9\u5fae\u5c0f\u6a21\u578b\u76f8\u6bd4&#xff0c;\u8ba1\u7b97\u91cf\u51cf\u5c11\u4e8642%&#xff0c;\u540c\u65f6\u5b9e\u73b0\u4e86\u7c7b\u4f3c\u7684\u7cbe\u5ea6\u3002\u6211\u4eec\u7684\u65b0\u578b\u6a21\u578b\u7cfb\u5217\u5b9e\u73b0\u4e86\u4ee5\u524d\u672a\u8fbe\u5230\u7684\u6d6e\u70b9\u7cbe\u5ea6\u6bd4&#xff0c;\u63d0\u4f9b\u4e86\u4ece\u8d85\u4f4e\u795e\u7ecf\u7f51\u7edc\u914d\u7f6e&#xff08;&lt;1 GFLOP&#xff09;\u5230\u9ad8\u6548\u4f46\u8981\u6c42\u82db\u523b\u7684\u76ee\u6807\u68c0\u6d4b\u8bbe\u7f6e&#xff08;&gt;4 GFLOP&#xff09;\u7684\u53ef\u6269\u5c55\u6027&#xff0c;\u5bf9\u4e8e0.66\u30011.47\u30012.53\u30014.51\u30015.8\u548c8.4\u6d6e\u70b9&#xff08;G&#xff09;&#xff0c;\u5177\u670925.2\u300131.3\u300135.2\u300138.2\u300139.3\u548c41 mAP\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"275\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222028-689fb2ace34eb.png\" width=\"771\" \/><\/p>\n<p>\u4e00\u5171\u63d0\u4f9b\u4e86n\u3001s\u3001m\u548cl\u56db\u6b3e\u4e0d\u540c\u53c2\u6570\u91cf\u7ea7\u7684\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u4fdd\u6301\u5b8c\u5168\u76f8\u540c\u7684\u5b9e\u9a8c\u53c2\u6570\u8bbe\u7f6e\u6765\u8fdb\u884c\u56db\u6b3e\u6a21\u578b\u7684\u5f00\u53d1\u8bad\u7ec3&#xff0c;\u7b49\u5f85\u8bad\u7ec3\u5b8c\u6210\u4e4b\u540e\u6211\u4eec\u6765\u6574\u4f53\u8fdb\u884c\u5404\u9879\u6307\u6807\u7684\u5bf9\u6bd4\u5206\u6790\u3002<\/p>\n<p>\u3010Precision\u66f2\u7ebf\u3011 \u7cbe\u786e\u7387\u66f2\u7ebf&#xff08;Precision Curve&#xff09;\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u8868\u73b0\u3002 \u7cbe\u786e\u7387&#xff08;Precision&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002\u53ec\u56de\u7387&#xff08;Recall&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u5b9e\u9645\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002 \u7ed8\u5236\u7cbe\u786e\u7387\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210\u7cbe\u786e\u7387\u66f2\u7ebf\u3002 \u6839\u636e\u7cbe\u786e\u7387\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 \u901a\u8fc7\u89c2\u5bdf\u7cbe\u786e\u7387\u66f2\u7ebf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u786e\u5b9a\u6700\u4f73\u7684\u9608\u503c&#xff0c;\u4ee5\u5e73\u8861\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002\u8f83\u9ad8\u7684\u7cbe\u786e\u7387\u610f\u5473\u7740\u8f83\u5c11\u7684\u8bef\u62a5&#xff0c;\u800c\u8f83\u9ad8\u7684\u53ec\u56de\u7387\u5219\u8868\u793a\u8f83\u5c11\u7684\u6f0f\u62a5\u3002\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6210\u672c\u6743\u8861&#xff0c;\u53ef\u4ee5\u5728\u66f2\u7ebf\u4e0a\u9009\u62e9\u5408\u9002\u7684\u64cd\u4f5c\u70b9\u6216\u9608\u503c\u3002 \u7cbe\u786e\u7387\u66f2\u7ebf\u901a\u5e38\u4e0e\u53ec\u56de\u7387\u66f2\u7ebf&#xff08;Recall Curve&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u5e76\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1178\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222029-689fb2ad242b0.png\" width=\"1880\" \/><\/p>\n<p>\u3010Recall\u66f2\u7ebf\u3011 \u53ec\u56de\u7387\u66f2\u7ebf&#xff08;Recall Curve&#xff09;\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u548c\u5bf9\u5e94\u7684\u7cbe\u786e\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u8868\u73b0\u3002 \u53ec\u56de\u7387&#xff08;Recall&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u5b9e\u9645\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002\u53ec\u56de\u7387\u4e5f\u88ab\u79f0\u4e3a\u7075\u654f\u5ea6&#xff08;Sensitivity&#xff09;\u6216\u771f\u6b63\u4f8b\u7387&#xff08;True Positive Rate&#xff09;\u3002 \u7ed8\u5236\u53ec\u56de\u7387\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u53ec\u56de\u7387\u548c\u5bf9\u5e94\u7684\u7cbe\u786e\u7387\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210\u53ec\u56de\u7387\u66f2\u7ebf\u3002 \u6839\u636e\u53ec\u56de\u7387\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 \u901a\u8fc7\u89c2\u5bdf\u53ec\u56de\u7387\u66f2\u7ebf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u786e\u5b9a\u6700\u4f73\u7684\u9608\u503c&#xff0c;\u4ee5\u5e73\u8861\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u3002\u8f83\u9ad8\u7684\u53ec\u56de\u7387\u8868\u793a\u8f83\u5c11\u7684\u6f0f\u62a5&#xff0c;\u800c\u8f83\u9ad8\u7684\u7cbe\u786e\u7387\u610f\u5473\u7740\u8f83\u5c11\u7684\u8bef\u62a5\u3002\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6210\u672c\u6743\u8861&#xff0c;\u53ef\u4ee5\u5728\u66f2\u7ebf\u4e0a\u9009\u62e9\u5408\u9002\u7684\u64cd\u4f5c\u70b9\u6216\u9608\u503c\u3002 \u53ec\u56de\u7387\u66f2\u7ebf\u901a\u5e38\u4e0e\u7cbe\u786e\u7387\u66f2\u7ebf&#xff08;Precision Curve&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u5e76\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1198\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222030-689fb2ae5a5c9.png\" width=\"1896\" \/><\/p>\n<p>\u3010mAP0.5\u3011 mAP0.5&#xff0c;\u4e5f\u88ab\u79f0\u4e3amAP&#064;0.5\u6216AP50&#xff0c;\u6307\u7684\u662f\u5f53Intersection over Union&#xff08;IoU&#xff09;\u9608\u503c\u4e3a0.5\u65f6\u7684\u5e73\u5747\u7cbe\u5ea6&#xff08;mean Average Precision&#xff09;\u3002IoU\u662f\u4e00\u4e2a\u7528\u4e8e\u8861\u91cf\u9884\u6d4b\u8fb9\u754c\u6846\u4e0e\u771f\u5b9e\u8fb9\u754c\u6846\u4e4b\u95f4\u91cd\u53e0\u7a0b\u5ea6\u7684\u6307\u6807&#xff0c;\u5176\u503c\u8303\u56f4\u57280\u52301\u4e4b\u95f4\u3002\u5f53IoU\u503c\u4e3a0.5\u65f6&#xff0c;\u610f\u5473\u7740\u9884\u6d4b\u6846\u4e0e\u771f\u5b9e\u6846\u81f3\u5c11\u670950%\u7684\u91cd\u53e0\u90e8\u5206\u3002 \u5728\u8ba1\u7b97mAP0.5\u65f6&#xff0c;\u9996\u5148\u4f1a\u4e3a\u6bcf\u4e2a\u7c7b\u522b\u8ba1\u7b97\u6240\u6709\u56fe\u7247\u7684AP&#xff08;Average Precision&#xff09;&#xff0c;\u7136\u540e\u5c06\u6240\u6709\u7c7b\u522b\u7684AP\u503c\u6c42\u5e73\u5747&#xff0c;\u5f97\u5230mAP0.5\u3002AP\u662fPrecision-Recall Curve\u66f2\u7ebf\u4e0b\u9762\u7684\u9762\u79ef&#xff0c;\u8fd9\u4e2a\u9762\u79ef\u8d8a\u5927&#xff0c;\u8bf4\u660eAP\u7684\u503c\u8d8a\u5927&#xff0c;\u7c7b\u522b\u7684\u68c0\u6d4b\u7cbe\u5ea6\u5c31\u8d8a\u9ad8\u3002 mAP0.5\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u7684\u6027\u80fd&#xff0c;\u5f53mAP0.5\u7684\u503c\u5f88\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u7b97\u6cd5\u80fd\u591f\u51c6\u786e\u68c0\u6d4b\u5230\u7269\u4f53\u7684\u4f4d\u7f6e&#xff0c;\u5e76\u4e14\u5c06\u5176\u4e0e\u771f\u5b9e\u6807\u6ce8\u6846\u7684IoU\u503c\u8d85\u8fc7\u4e86\u9608\u503c0.5\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1182\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222032-689fb2b04d357.png\" width=\"1844\" \/><\/p>\n<p>\u3010mAP0.5:0.95\u3011 mAP0.5:0.95&#xff0c;\u4e5f\u88ab\u79f0\u4e3amAP&#064;[0.5:0.95]\u6216AP&#064;[0.5:0.95]&#xff0c;\u8868\u793a\u5728IoU\u9608\u503c\u4ece0.5\u52300.95\u53d8\u5316\u65f6&#xff0c;\u53d6\u5404\u4e2a\u9608\u503c\u5bf9\u5e94\u7684mAP\u7684\u5e73\u5747\u503c\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u5b83\u4f1a\u5728IoU\u9608\u503c\u4ece0.5\u5f00\u59cb&#xff0c;\u4ee50.05\u4e3a\u6b65\u957f&#xff0c;\u9010\u6b65\u589e\u52a0\u52300.95&#xff0c;\u5e76\u5728\u6bcf\u4e2a\u9608\u503c\u4e0b\u8ba1\u7b97mAP&#xff0c;\u7136\u540e\u5c06\u8fd9\u4e9bmAP\u503c\u6c42\u5e73\u5747\u3002 \u8fd9\u4e2a\u6307\u6807\u8003\u8651\u4e86\u591a\u4e2aIoU\u9608\u503c\u4e0b\u7684\u5e73\u5747\u7cbe\u5ea6&#xff0c;\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u5f53mAP0.5:0.95\u7684\u503c\u5f88\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u7b97\u6cd5\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u68c0\u6d4b\u7ed3\u679c\u5747\u975e\u5e38\u51c6\u786e&#xff0c;\u8986\u76d6\u9762\u5e7f&#xff0c;\u53ef\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u573a\u666f\u548c\u5e94\u7528\u9700\u6c42\u3002 \u5bf9\u4e8e\u4e00\u4e9b\u9700\u6c42\u6bd4\u8f83\u9ad8\u7684\u573a\u5408&#xff0c;\u6bd4\u5982\u5b89\u5168\u76d1\u63a7\u7b49\u9886\u57df&#xff0c;\u9700\u8981\u4fdd\u8bc1\u9ad8\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387&#xff0c;\u8fd9\u65f6mAP0.5:0.95\u53ef\u80fd\u66f4\u9002\u5408\u4f5c\u4e3a\u6a21\u578b\u7684\u8bc4\u4ef7\u6807\u51c6\u3002 \u7efc\u4e0a\u6240\u8ff0&#xff0c;mAP0.5\u548cmAP0.5:0.95\u90fd\u662f\u7528\u4e8e\u8bc4\u4f30\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u6307\u6807&#xff0c;\u4f46\u5b83\u4eec\u7684\u5173\u6ce8\u70b9\u6709\u6240\u4e0d\u540c\u3002mAP0.5\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u7684\u6027\u80fd&#xff0c;\u800cmAP0.5:0.95\u5219\u8003\u8651\u4e86\u591a\u4e2aIoU\u9608\u503c\u4e0b\u7684\u5e73\u5747\u7cbe\u5ea6&#xff0c;\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1172\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222033-689fb2b143686.png\" width=\"1860\" \/><\/p>\n<p>\u3010loss\u66f2\u7ebf\u3011 \u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;loss\u51fd\u6570\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u4e0e\u5b9e\u9645\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u5f02\u3002loss\u66f2\u7ebf\u5219\u662f\u901a\u8fc7\u8bb0\u5f55\u6bcf\u4e2aepoch&#xff08;\u6216\u8005\u8fed\u4ee3\u6b65\u6570&#xff09;\u7684loss\u503c&#xff0c;\u5e76\u5c06\u5176\u4ee5\u56fe\u5f62\u5316\u7684\u65b9\u5f0f\u5c55\u73b0\u51fa\u6765&#xff0c;\u4ee5\u4fbf\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1184\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222034-689fb2b25500d.png\" width=\"1890\" \/><\/p>\n<p>\u3010F1\u503c\u66f2\u7ebf\u3011 F1\u503c\u66f2\u7ebf\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387&#xff08;Precision&#xff09;\u3001\u53ec\u56de\u7387&#xff08;Recall&#xff09;\u548cF1\u5206\u6570\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002 F1\u5206\u6570\u662f\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7684\u8c03\u548c\u5e73\u5747\u503c&#xff0c;\u5b83\u7efc\u5408\u8003\u8651\u4e86\u4e24\u8005\u7684\u6027\u80fd\u6307\u6807\u3002F1\u503c\u66f2\u7ebf\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u786e\u5b9a\u5728\u4e0d\u540c\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u5e73\u8861\u70b9&#xff0c;\u4ee5\u9009\u62e9\u6700\u4f73\u7684\u9608\u503c\u3002 \u7ed8\u5236F1\u503c\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u5206\u6570\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u5206\u6570\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210F1\u503c\u66f2\u7ebf\u3002 \u6839\u636eF1\u503c\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 F1\u503c\u66f2\u7ebf\u901a\u5e38\u4e0e\u63a5\u6536\u8005\u64cd\u4f5c\u7279\u5f81\u66f2\u7ebf&#xff08;ROC\u66f2\u7ebf&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002\u5b83\u4eec\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u5e94\u7528\u573a\u666f\u6765\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u548c\u9608\u503c\u8bbe\u7f6e\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1184\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222035-689fb2b3640d7.png\" width=\"1888\" \/><\/p>\n<p>\u6574\u4f53\u5bf9\u6bd4\u5206\u6790\u6765\u770b&#xff1a;\u4e0d\u96be\u53d1\u73b0\u56db\u6b3e\u4e0d\u540c\u53c2\u6570\u91cf\u7ea7\u7684\u6a21\u578b\u6700\u7ec8\u8fbe\u5230\u4e86\u8f83\u4e3a\u76f8\u4f3c\u7684\u7ed3\u679c&#xff0c;\u6ca1\u6709\u62c9\u5f00\u975e\u5e38\u5927\u7684\u5dee\u8ddd&#xff0c;\u5176\u4e2d&#xff1a;n\u7cfb\u5217\u7684\u6a21\u578b\u6548\u679c\u6700\u5dee&#xff0c;s\u548cm\u7cfb\u5217\u7684\u6a21\u578b\u6548\u679c\u76f8\u8fd1&#xff0c;l\u7cfb\u5217\u7684\u6a21\u578b\u6548\u679c\u6700\u4f18&#xff0c;\u8fd9\u91cc\u7efc\u5408\u53c2\u6570\u91cf\u8003\u8651\u6211\u4eec\u6700\u7ec8\u9009\u5b9a\u4e86l\u7cfb\u5217\u7684\u6a21\u578b\u6765\u4f5c\u4e3a\u7ebf\u4e0a\u7684\u63a8\u7406\u8ba1\u7b97\u6a21\u578b&#xff0c;\u56e0\u4e3a\u672c\u8eabl\u548cm\u7684\u53c2\u6570\u91cf\u76f8\u5dee\u5e76\u4e0d\u5927\u7684\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u770b\u4e0bl\u7cfb\u5217\u6a21\u578b\u7684\u8be6\u7ec6\u60c5\u51b5\u3002<\/p>\n<p>\u3010\u79bb\u7ebf\u63a8\u7406\u5b9e\u4f8b\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1080\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222036-689fb2b47e996.jpg\" width=\"1440\" \/><\/p>\n<p>\u3010Batch\u5b9e\u4f8b\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1920\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222037-689fb2b525445.jpg\" width=\"1920\" \/><\/p>\n<p>\u3010\u6df7\u6dc6\u77e9\u9635\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1292\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222038-689fb2b6e88d6.png\" width=\"1542\" \/><\/p>\n<p>\u3010F1\u503c\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1230\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222040-689fb2b87de90.png\" width=\"1430\" \/><\/p>\n<p>\u3010Precision\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1222\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222041-689fb2b97a6c1.png\" width=\"1416\" \/><\/p>\n<p>\u3010PR\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1200\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222042-689fb2ba461c9.png\" width=\"1416\" \/><\/p>\n<p>\u3010Recall\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1218\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222043-689fb2bb114d3.png\" width=\"1446\" \/><\/p>\n<p>\u3010\u8bad\u7ec3\u53ef\u89c6\u5316\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"938\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222044-689fb2bc44a9a.png\" width=\"1920\" \/><\/p>\n<p>\u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0e5G-A\u901a\u611f\u4e00\u4f53\u6280\u672f\u7684\u878d\u5408&#xff0c;\u4f4e\u7a7a\u5b89\u5168\u6cbb\u7406\u5c06\u8fc8\u54113.0\u65f6\u4ee3&#xff1a;\u65e0\u4eba\u673a\u8eab\u4efd\u8bc6\u522b\u7cfb\u7edf\u53ef\u5b9e\u65f6\u8c03\u53d6\u8bbe\u5907\u6ce8\u518c\u4fe1\u606f&#xff0c;\u6570\u5b57\u5b6a\u751f\u5e73\u53f0\u5b9e\u73b0\u98ce\u9669\u573a\u666f\u6c99\u76d8\u63a8\u6f14&#xff0c;\u533a\u5757\u94fe\u6280\u672f\u786e\u4fdd\u6267\u6cd5\u6570\u636e\u4e0d\u53ef\u7be1\u6539\u3002\u4f46\u6280\u672f\u5347\u7ea7\u9700\u4e0e\u6cd5\u89c4\u5b8c\u5584\u540c\u6b65\u63a8\u8fdb&#xff0c;\u5efa\u8bae\u5efa\u7acb\u5168\u56fd\u7edf\u4e00\u7684\u65e0\u4eba\u673a\u7535\u5b50\u6807\u8bc6\u7cfb\u7edf&#xff0c;\u5b8c\u5584\u300a\u65e0\u4eba\u9a7e\u9a76\u822a\u7a7a\u5668\u98de\u884c\u7ba1\u7406\u6682\u884c\u6761\u4f8b\u300b\u5b9e\u65bd\u7ec6\u5219&#xff0c;\u6784\u5efa&#034;\u6280\u672f\u9632\u5fa1&#043;\u6cd5\u5f8b\u9707\u6151&#043;\u793e\u4f1a\u5171\u6cbb&#034;\u7684\u4e09\u7ef4\u9632\u62a4\u4f53\u7cfb\u3002\u7ad9\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e4b\u5dc5&#xff0c;AI\u6280\u672f\u6b63\u4e3a\u4f4e\u7a7a\u5b89\u5168\u7ba1\u7406\u63d2\u4e0a\u667a\u6167\u7fc5\u8180\u3002\u4ece\u88ab\u52a8\u5e94\u5bf9\u5230\u4e3b\u52a8\u9632\u63a7&#xff0c;\u4ece\u4eba\u529b\u5bc6\u96c6\u5230\u6280\u672f\u8d4b\u80fd&#xff0c;\u8fd9\u573a\u9759\u9ed8\u7684\u6280\u672f\u9769\u547d\u4e0d\u4ec5\u5b88\u62a4\u7740\u57ce\u5e02\u5929\u9645\u7ebf\u7684\u5b89\u5168&#xff0c;\u66f4\u5728\u91cd\u65b0\u5b9a\u4e49\u73b0\u4ee3\u57ce\u5e02\u6cbb\u7406\u7684\u8fb9\u754c\u4e0e\u53ef\u80fd\u3002\u5f53\u6bcf\u4e00\u67b6\u65e0\u4eba\u673a\u90fd\u7eb3\u5165\u667a\u80fd\u76d1\u7ba1\u7684&#034;\u6570\u5b57\u7a79\u9876&#034;&#xff0c;\u6211\u4eec\u7ec8\u5c06\u5b9e\u73b0\u79d1\u6280\u53d1\u5c55\u4e0e\u516c\u5171\u5b89\u5168\u7684\u548c\u8c10\u5171\u751f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb974\u6b21\uff0c\u70b9\u8d5e28\u6b21\uff0c\u6536\u85cf21\u6b21\u3002AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf<\/p>\n","protected":false},"author":2,"featured_media":58193,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6124,6127,6125,6129,6126,3267,6128],"topic":[],"class_list":["post-58211","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-ai","tag-leyolo","tag-6125","tag-6129","tag-6126","tag-3267","tag-6128"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/58211.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb974\u6b21\uff0c\u70b9\u8d5e28\u6b21\uff0c\u6536\u85cf21\u6b21\u3002AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/58211.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-15T22:20:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222021-689fb2a5669f3.gif\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/58211.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/58211.html\",\"name\":\"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-08-15T22:20:47+00:00\",\"dateModified\":\"2025-08-15T22:20:47+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/58211.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/58211.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/58211.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/58211.html","og_locale":"zh_CN","og_type":"article","og_title":"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb974\u6b21\uff0c\u70b9\u8d5e28\u6b21\uff0c\u6536\u85cf21\u6b21\u3002AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf","og_url":"https:\/\/www.wsisp.com\/helps\/58211.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-08-15T22:20:47+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250815222021-689fb2a5669f3.gif"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/58211.html","url":"https:\/\/www.wsisp.com\/helps\/58211.html","name":"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-08-15T22:20:47+00:00","dateModified":"2025-08-15T22:20:47+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/58211.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/58211.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/58211.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"AI\u9a71\u52a8\u7684\u4f4e\u7a7a\u65e0\u4eba\u673a\u5168\u57df\u667a\u80fd\u7ba1\u63a7\u9632\u62a4\u7f51\uff0c\u57fa\u4e8e\u5d4c\u5165\u5f0f\u7aef\u8d85\u8f7b\u91cf\u7ea7\u6a21\u578bLeYOLO\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u7a7a\u57df\u65e0\u4eba\u673a\u653e\u98de\u573a\u666f\u4e0b\u5c0f\u578b\u65e0\u4eba\u673a\u667a\u80fd\u5316\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/58211","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=58211"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/58211\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/58193"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=58211"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=58211"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=58211"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=58211"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}