{"id":3620,"date":"2025-10-10T20:35:52","date_gmt":"2025-10-10T12:35:52","guid":{"rendered":"https:\/\/www.leexinghai.com\/aic\/?p=3620"},"modified":"2025-10-11T10:23:20","modified_gmt":"2025-10-11T02:23:20","slug":"%e8%ae%ba%e6%96%87%e8%af%84%e8%bf%b0-%e6%96%87%e7%8c%aetr-phd-mm-zh-2509294","status":"publish","type":"post","link":"https:\/\/www.leexinghai.com\/aic\/%e8%ae%ba%e6%96%87%e8%af%84%e8%bf%b0-%e6%96%87%e7%8c%aetr-phd-mm-zh-2509294\/","title":{"rendered":"\u8bba\u6587\u8bc4\u8ff0-\u6587\u732eTR-PHD-MM-ZH-2509294"},"content":{"rendered":"\n<p>\u672c\u671f\u8bc4\u8ff0\u6587\u7ae0\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"YOF7JcNWBi\"><a 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scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u662f\u5229\u7528\u9ad8\u901a\u91cf\u8868\u578b\u6280\u672f\uff08\u6bd4\u5982\u65e0\u4eba\u673a\u548c\u4e09\u7ef4\u6210\u50cf\uff09\u6765\u7cbe\u51c6\u5730\u6d4b\u91cf\u7389\u7c73\u96c4\u7a57\u7684\u5404\u79cd\u6027\u72b6\uff0c\u7136\u540e\u7ed3\u5408\u57fa\u56e0\u7ec4\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u4ece\u800c\u6316\u6398\u63a7\u5236\u8fd9\u4e9b\u5173\u952e\u6027\u72b6\u7684\u57fa\u56e0\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">1.\u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5f15\u8a00\u8282\u90091<\/p>\n\n\n\n<p>\u7136\u800c\uff0c<strong>\u5927\u91cf\u4e2a\u4f53\u8868\u578b\u6027\u72b6\u7684\u83b7\u53d6<\/strong>\u662f\u5f53\u524d\u5236\u7ea6\u5206\u5b50\u80b2\u79cd\u6548\u7387\u7684\u74f6\u9888\uff0c<strong>\u4f20\u7edf\u901a\u8fc7\u4eba\u5de5\u8c03\u67e5\u7684\u624b\u6bb5\u7531\u4e8e\u6548\u7387\u4f4e\u3001\u6295\u5165\u5927\uff0c\u96be\u4ee5\u5927\u89c4\u6a21\u63a8\u5e7f\u5e94\u7528\uff0c\u7279\u522b\u662f\u5bf9\u4f5c\u7269\u53d8\u5316\u8f83\u5feb\u7684\u8868\u578b\u4fe1\u606f\u8fdb\u884c\u9ad8\u901a\u91cf\u83b7\u53d6\u65f6\uff0c\u5f80\u5f80\u662f\u8fd8\u672a\u8c03\u67e5\u5b8c\uff0c\u4fe1\u606f\u5df1\u7ecf\u6539\u53d8\uff0c\u6700\u7ec8\u5bfc\u81f4\u8c03\u67e5\u6570\u636e\u4e0d\u8db3\uff0c\u65e0\u6cd5\u6ee1\u8db3\u57fa\u56e0\u5b9a\u4f4d\u5206\u6790\u7684\u9700\u8981<\/strong>\uff0c\u56e0\u6b64\uff0c\u9ad8\u6548\u83b7\u53d6\u4f5c\u7269\u8868\u578b\u9ad8\u901a\u91cf\u4fe1\u606f\u6280\u672f\u662f\u5b9e\u73b0\u57fa\u56e0\u6316\u6398\u7684\u70ed\u70b9\u7814\u7a76\u65b9\u5411\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u5f3a\u8c03\u4e86\u7389\u7c73\u548c\u4f18\u826f\u79cd\u5b50\u7684\u91cd\u8981\u6027\uff0c\u7136\u540e\u5f15\u51fa\u4e86\u73b0\u4ee3\u7684\u201c\u5206\u5b50\u80b2\u79cd\u201d\u6280\u672f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e<em>\u5f15\u8a00\u8282\u90091<\/em>\uff0c\u8fd9\u9879\u5148\u8fdb\u7684\u80b2\u79cd\u6280\u672f\u76ee\u524d\u9762\u4e34\u7740\u4e00\u4e2a\u5173\u952e\u7684\u201c\u74f6\u9888\u201d\u3002\u4f60\u8ba4\u4e3a\u8fd9\u4e2a\u74f6\u9888\u5177\u4f53\u662f\u4ec0\u4e48\uff1f\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e2a\u74f6\u9888\u662f\uff1a\u5927\u91cf\u4e2a\u4f53\u8868\u578b\u6027\u72b6\u7684\u83b7\u53d6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u6838\u5fc3\u74f6\u9888\u5c31\u662f\u8868\u578b\u4fe1\u606f\u7684\u201c\u9ad8\u901a\u91cf\u83b7\u53d6\u201d\u2014\u2014\u4e5f\u5c31\u662f\u5982\u4f55\u5feb\u901f\u3001\u51c6\u786e\u5730\u6d4b\u91cf\u5927\u91cf\u4f5c\u7269\u7684\u6027\u72b6\u3002\u4f20\u7edf\u7684\u4eba\u5de5\u6d4b\u91cf\u8ddf\u4e0d\u4e0a\u73b0\u4ee3\u80b2\u79cd\u7684\u9700\u6c42\u3002 <sup><\/sup><\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u74f6\u9888\uff0c\u5e76\u9009\u62e9\u4e86\u4e00\u4e2a\u7279\u5b9a\u7684\u5668\u5b98\u6765\u4f5c\u4e3a\u7a81\u7834\u53e3\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5f15\u8a00\u8282\u90092<\/p>\n\n\n\n<p>\u7389\u7c73\u96c4\u7a57\u4f5c\u4e3a\u7389\u7c73\u4e3b\u8981\u7684\u751f\u6b96\u5668\u5b98\uff0c\u5176\u5f62\u6001\u5b66\u548c\u53d1\u80b2\u8868\u578b\u5206\u6790\u662f\u9057\u4f20\u80b2\u79cd\u548c\u519c\u4e1a\u751f\u4ea7\u7684\u91cd\u8981\u73af\u8282\u3002\u5982\u56fe1-2\u6240\u793a\uff0c\u7389\u7c73\u96c4\u7a57\u4e3b\u8981\u7531\u4e3b\u7a57\u548c\u5206\u679d\u6784\u6210\uff0c\u4e0d\u540c\u96c4\u7a57\u5728\u4e3b\u7a57\u957f\u5ea6\u3001\u5206\u679d\u6570\u91cf\u3001\u5206\u679d\u89d2\u5ea6\u3001\u5206\u679d\u957f\u5ea6\u7b49\u7279\u5f81\u4e0a\u5177\u6709\u660e\u663e\u7684\u533a\u522b\uff0c\u7814\u7a76\u8868\u660e\uff0c\u7389\u7c73\u96c4\u7a57\u7684\u7ed3\u6784\u4e0e\u82b1\u7c89\u4ea7\u91cf\u548c\u6388\u7c89\u6548\u7387\u76f4\u63a5\u76f8\u5173\uff0c\u8fd9\u4e0d\u4ec5\u4f1a\u5f71\u54cd\u6700\u7ec8\u7684\u7c7d\u7c92\u4ea7\u91cf\uff0c\u8fd8\u5173\u4e4e\u81ea\u4ea4\u7cfb\u7684\u7559\u5b58<sup>[4]<\/sup>\u3002\u7136\u800c\uff0c\u96c4\u7a57\u5206\u679d\u8fc7\u4e8e\u5bc6\u96c6\u4ee5\u53ca\u96c4\u7a57\u5c3a\u5bf8\u8fc7\u5927\u5e76\u4e0d\u4f1a\u4fc3\u8fdb\u7389\u7c73\u7684\u6700\u7ec8\u4ea7\u91cf\uff0c\u53cd\u800c\u4f1a\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd<sup>[5,6]<\/sup>\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u62bd\u96c4\u8fdb\u5ea6\u7684\u65e9\u665a\uff0c\u76f4\u63a5\u5f71\u54cd\u5230\u7389\u7c73\u80fd\u5426\u5728\u6700\u4f73\u7684\u65f6\u95f4\u8fdb\u884c\u6388\u7c89\uff0c\u8fdb\u800c\u5f71\u54cd\u5230\u7ed3\u5b9e\u7387\u548c\u4ea7\u91cf\u3002<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bf7\u4f60\u63a5\u7740\u9605\u8bfb<em>\u5f15\u8a00\u8282\u90092<\/em>\uff0c\u627e\u4e00\u627e\uff0c\u4e3a\u4ec0\u4e48\u4f5c\u8005\u9009\u62e9\u201c\u7389\u7c73\u96c4\u7a57\u201d\u4f5c\u4e3a\u7814\u7a76\u7684\u6838\u5fc3\u9776\u70b9\uff1f\u5b83\u5bf9\u7389\u7c73\u7684\u751f\u957f\u6709\u4ec0\u4e48\u5173\u952e\u5f71\u54cd\uff1f \n<ul class=\"wp-block-list\">\n<li>\u7389\u7c73\u96c4\u7a57\u662f\u7389\u7c73\u4e3b\u8981\u7684\u751f\u6b96\u5668\u5b98\uff0c\u5176\u7ed3\u6784\u4e0e\u82b1\u7c89\u4ea7\u91cf\u548c\u6388\u7c89\u6548\u7387\u76f4\u63a5\u76f8\u5173\uff0c\u8fd9\u4e0d\u4ec5\u4f1a\u5f71\u54cd\u6700\u7ec8\u7684\u7c7d\u7c92\u4ea7\u91cf\uff0c\u8fd8\u5173\u4e4e\u81ea\u4ea4\u7cfb\u7684\u7559\u5b58\uff1b\u6b64\u5916\u62bd\u96c4\u8fdb\u5ea6\u7684\u65e9\u665a\uff0c\u76f4\u63a5\u5f71\u54cd\u5230\u7389\u7c73\u80fd\u5426\u5728\u6700\u4f73\u7684\u65f6\u95f4\u8fdb\u884c\u6388\u7c89\uff0c\u8fdb\u800c\u5f71\u54cd\u5230\u7ed3\u5b9e\u7387\u548c\u4ea7\u91cf<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f60\u51c6\u786e\u5730\u6293\u4f4f\u4e86\u7389\u7c73\u96c4\u7a57\u7684\u4e24\u4e2a\u5173\u952e\u4f5c\u7528\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u5f62\u6001\u7ed3\u6784<\/strong> (morphology) \u4f1a\u5f71\u54cd\u82b1\u7c89\u4ea7\u91cf\u548c\u6388\u7c89\u6548\u7387\uff0c\u8fdb\u800c\u5f71\u54cd\u4ea7\u91cf \u3002<\/li>\n\n\n\n<li><strong>\u62bd\u96c4\u8fdb\u5ea6<\/strong> (tasseling progress) \u51b3\u5b9a\u4e86\u6388\u7c89\u65f6\u673a\u662f\u5426\u6700\u4f73\uff0c\u540c\u6837\u5f71\u54cd\u7ed3\u5b9e\u7387\u548c\u4ea7\u91cf \u3002<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e2\u7136\u4eba\u5de5\u89c2\u5bdf\u8fd9\u4e9b\u6027\u72b6\u5f88\u91cd\u8981\uff0c\u90a3\u4e3a\u4ec0\u4e48\u8fd8\u9700\u8981\u5f00\u53d1\u65b0\u6280\u672f\u5462\uff1f\u8bf7\u7ed3\u5408<em>\u5f15\u8a00\u8282\u90093<\/em>\u548c<em>\u6458\u8981\u8282\u90091<\/em>\u7684\u5185\u5bb9\uff0c\u603b\u7ed3\u4e00\u4e0b\u4f20\u7edf\u7684\u4eba\u5de5\u8c03\u67e5\u65b9\u6cd5\u5b58\u5728\u54ea\u4e9b\u4e3b\u8981\u7684\u5c40\u9650\u6027\uff1f\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u8c03\u67e5\u5b58\u5728\u4e3b\u8981\u5c40\u9650\u6027\u6709\uff1a\u80fd\u8c03\u67e5\u7684\u6027\u72b6\u6570\u91cf\u6781\u4e3a\u6709\u9650\uff0c\u73b0\u573a\u8c03\u67e5\u65b9\u6cd5\u6548\u7387\u8f83\u4f4e\uff0c\u53bb\u96c4\u4e0d\u53ca\u65f6\u5bfc\u81f4\u5f02\u82b1\u6388\u7c89\u7684\u6bd4\u4f8b\u8f83\u4f4e\u3002<\/li>\n\n\n\n<li>\u6b64\u5916\uff0c\u4e0e\u73b0\u5b9e\u6210\u672c\u6709\u5173\u7684\u662f\uff1a\u6210\u672c\u9ad8\u6602\uff0c\u4e25\u91cd\u5236\u7ea6\u4e86\u80b2\u79cd\u6750\u6599\u7684\u7b5b\u9009\u6548\u7387\uff1b\u4e0e\u5b9e\u9a8c\u4e25\u8c28\u6d4b\u91cf\u51c6\u786e\u6027\u6709\u5173\u7684\u662f\uff1a\u96c4\u7a57\u5728\u79bb\u5f00\u690d\u682a\u4ee5\u540e\u7531\u4e8e\u5931\u6c34\u8f83\u5feb\u800c\u5bfc\u81f4\u5176\u5f62\u6001\u6781\u6613\u53d1\u751f\u6539\u53d8\uff0c\u4eba\u5de5\u6d4b\u91cf\u4e0d\u53ca\u65f6\u5bb9\u6613\u9020\u6210\u7ed3\u679c\u8bef\u5dee\u8f83\u5927\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6458\u8981\u8282\u90091<\/p>\n\n\n\n<p>\u7389\u7c73\u96c4\u7a57\uff0c\u4f5c\u4e3a\u7389\u7c73\u690d\u682a\u81f3\u5173\u91cd\u8981\u7684\u751f\u6b96\u5668\u5b98\uff0c\u5176\u751f\u957f\u53d1\u80b2\u72b6\u6001\u76f4\u63a5\u5173\u7cfb\u5230\u7389\u7c73\u7684\u4ea7\u91cf\u4e0e\u54c1\u8d28\uff0c\u662f\u7389\u7c73\u80b2\u79cd\u7814\u5b84\u7684\u6838\u5fc3\u9776\u70b9\u4e4b\u4e00\u3002\u5728\u7389\u7c73\u80b2\u79cd\u5b9e\u8df5\u4e2d\uff0c\u7531\u4e8e\u80b2\u79cd\u6750\u6599\u6570\u91cf\u5e9e\u5927\uff0c\u4e14\u96c4\u7a57\u6709\u6548\u8c03\u67e5\u5468\u671f\u6781\u4e3a\u6709\u9650\uff0c\u4f20\u7edf\u4f9d\u9760\u4eba\u5de5\u8c03\u67e5\u548c\u6d4b\u91cf\u7684\u65b9\u5f0f\u66b4\u9732\u51fa\u8bf8\u591a\u5f0a\u7aef\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4ec5\u6240\u80fd\u8c03\u67e5\u7684\u6027\u72b6\u6570\u91cf\u6781\u4e3a\u6709\u9650\uff0c\u96be\u4ee5\u6ee1\u8db3\u73b0\u4ee3\u80b2\u79cd\u5bf9\u591a\u7ef4\u5ea6\u3001\u9ad8\u901a\u91cf\u8c03\u67e5\u6570\u636e\u7684\u9700\u6c42\uff0c\u800c\u4e14\u6210\u672c\u9ad8\u6602\uff0c\u4e25\u91cd\u5236\u7ea6\u4e86\u80b2\u79cd\u6750\u6599\u7684\u7b5b\u9009\u6548\u7387\uff0c\u6210\u4e3a\u963b\u788d\u7389\u7c73\u80b2\u79cd\u8fdb\u7a0b\u7684\u4e00\u5927\u969c\u788d\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5f15\u8a00\u8282\u90093<\/p>\n\n\n\n<p>\u9664\u4e86\u7389\u7c73\u62bd\u96c4\u72b6\u6001\u8c03\u67e5\u5bf9\u80b2\u79cd\u610f\u4e49\u91cd\u5927\u4e4b\u5916\uff0c\u7389\u7c73\u96c4\u7a57\u7a57\u578b\u7ed3\u6784\u5bf9\u4ea7\u91cf\u548c\u7c7d\u7c92\u54c1\u8d28\u7684\u5f62\u6210\u4e5f\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u6b64\u5bf9\u96c4\u7a57\u7a57\u578b\u7ed3\u6784\u7684\u57fa\u56e0\u5b9a\u4f4d\u662f\u5f53\u524d\u7389\u7c73\u80b2\u79cd\u5de5\u4f5c\u4e2d\u4e00\u9879\u70ed\u95e8\u7684\u7814\u5b84\u65b9\u5411\uff0c\u4f20\u7edf\u4eba\u5de5\u8c03\u67e5\u662f\u4e00\u9879\u9ad8\u6210\u672c\u4e14\u590d\u6742\u7684\u5de5\u4f5c\uff0c\u800c\u4e14\u96c4\u7a57\u8f83\u5f31\uff0c\u6d4b\u91cf\u8fc7\u7a0b\u4e2d\u5bb9\u6613\u53d1\u751f\u6298\u65ad\u73b0\u8c61\uff0c\u5e76\u4e14\u96c4\u7a57\u5728\u79bb\u5f00\u690d\u682a\u4ee5\u540e\u7531\u4e8e\u5931\u6c34\u8f83\u5feb\u800c\u5bfc\u81f4\u5176\u5f62\u6001\u6781\u6613\u53d1\u751f\u6539\u53d8\uff0c\u4eba\u5de5\u6d4b\u91cf\u4e0d\u53ca\u65f6\u5bb9\u6613\u9020\u6210\u7ed3\u679c\u8bef\u5dee\u8f83\u5927\uff0c\u4e0d\u4ec5\u5982\u6b64\uff0c\u5bf9\u4e8e\u96c4\u7a57\u5206\u679d\u89d2\u5ea6\u3001\u4f53\u79ef\u7684\u6d4b\u91cf\u4f9d\u9760\u4eba\u5de5\u662f\u5f88\u96be\u5b8c\u6210\u7684\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u6211\u4eec\u5df2\u7ecf\u5b8c\u6574\u5730\u52fe\u52d2\u51fa\u4e86\u8fd9\u7bc7\u8bba\u6587\u7684\u7814\u7a76\u52a8\u673a\u3002\u603b\u7ed3\u4e00\u4e0b\u5c31\u662f\uff1a<\/p>\n\n\n\n<p>\u73b0\u4ee3\u5206\u5b50\u80b2\u79cd\u9700\u8981\u5927\u91cf\u3001\u7cbe\u51c6\u7684\u8868\u578b\u6570\u636e\uff0c\u4f46\u4eba\u5de5\u6d4b\u91cf\u7389\u7c73\u96c4\u7a57\uff08\u4e00\u4e2a\u5bf9\u4ea7\u91cf\u81f3\u5173\u91cd\u8981\u7684\u5668\u5b98\uff09\u5b58\u5728<strong>\u6548\u7387\u4f4e\u3001\u6210\u672c\u9ad8\u3001\u6570\u91cf\u6709\u9650\u3001\u6d4b\u91cf\u4e0d\u51c6<\/strong>\u7b49\u8bf8\u591a\u95ee\u9898\u3002\u8fd9\u5c31\u4e3a\u5f00\u53d1\u65b0\u6280\u672f\u63d0\u4f9b\u4e86\u5145\u5206\u7684\u7406\u7531\u3002<\/p>\n\n\n\n<p>\u65e2\u7136\u6211\u4eec\u5df2\u7ecf\u6e05\u695a\u4e86\u201c\u4e3a\u4ec0\u4e48\u201d\u8981\u7814\u7a76\uff0c\u63a5\u4e0b\u6765\uff0c\u770b\u770b\u4f5c\u8005\u63d0\u51fa\u4e86\u4ec0\u4e48\u6837\u7684<strong>\u6280\u672f\u65b9\u6848<\/strong>\u6765\u89e3\u51b3\u8fd9\u4e9b\u96be\u9898\uff1f\u6211\u4eec\u53ef\u4ee5\u6df1\u5165\u63a2\u8ba8\u8bba\u6587\u4e2d\u63d0\u5230\u7684\u4e24\u79cd\u6838\u5fc3\u6280\u672f\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b<\/strong>\uff1a\u7528\u4e8e\u9ad8\u901a\u91cf\u5730<strong>\u8bc6\u522b\u548c\u8ba1\u6570<\/strong>\u5927\u7530\u91cc\u7684\u7389\u7c73\u96c4\u7a57\u3002<\/li>\n\n\n\n<li><strong>\u4e09\u7ef4\u8868\u578b\u6d4b\u91cf\u7cfb\u7edf (TIPS)<\/strong>\uff1a\u7528\u4e8e\u7cbe\u51c6\u5730<strong>\u6d4b\u91cf<\/strong>\u5355\u4e2a\u96c4\u7a57\u7684\u590d\u6742\u4e09\u7ef4\u7ed3\u6784\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">2.\u9ad8\u901a\u91cf\u8868\u578b\u83b7\u53d6\u6280\u672f<\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2.1\u65e0\u4eba\u673a\u56fe\u50cf\u8bc6\u522b<\/h2>\n\n\n\n<p>\u6211\u4eec\u5148\u6765\u770b\u7b2c\u4e00\u4e2a\u6280\u672f\uff1a<strong>\u57fa\u4e8e\u65e0\u4eba\u673a\u56fe\u50cf\u7684\u7389\u7c73\u96c4\u7a57\u8bc6\u522b<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u9879\u6280\u672f\u7684\u76ee\u7684\u662f\u89e3\u51b3\u524d\u9762\u63d0\u5230\u7684\u5927\u89c4\u6a21\u666e\u67e5\u6548\u7387\u4f4e\u7684\u95ee\u9898\u3002\u4f5c\u8005\u5229\u7528\u65e0\u4eba\u673a\u62cd\u6444\u5927\u7530\u7167\u7247\uff0c\u7136\u540e\u7528\u8ba1\u7b97\u673a\u81ea\u52a8\u627e\u51fa\u56fe\u7247\u4e2d\u7684\u96c4\u7a57\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6458\u8981\u8282\u90092<\/p>\n\n\n\n<p>\u672c\u7814\u7a76\u4ece\u4e24\u4e2a\u5173\u952e\u7ef4\u5ea6\u5c55\u5f00\u6df1\u5165\u63a2\u7d22\uff0c\u4e00\u662f\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u9700\u8981\u5927\u91cf\u8bad\u7ec3\u6837\u672c\u7684\u96be\u9898\u521b\u65b0\u6027\u5730\u8fd0\u7528\u8fc1\u79fb\u5b66\u4e60\u65b9\u6cd5\u5bf9\u65e0\u4eba\u673a\u91c7\u96c6\u7684\u9ad8\u6e05\u6570\u7801\u56fe\u50cf\u4e2d\u7684\u7389\u7c73\u96c4\u7a57\u8fdb\u884c\u7cbe\u51c6\u8bc6\u522b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u76f8\u8f83\u4e8e\u672a\u4f7f\u7528\u8fc1\u79fb\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u57fa\u4e8e\u8fc1\u79fb\u5b66\u4e60\u7684FasterR-CNN\u3001SSD\u3001YOLO_X\u7b49\u7b97\u6cd5\u5728\u7389\u7c73\u96c4\u7a57\u68c0\u6d4b\u6548\u679c\u4e0a\u5b9e\u73b0\u4e86\u8f83\u5927\u7cbe\u5ea6\u7684\u63d0\u5347\uff0c\u5176\u4e2d\uff0c\u8fc1\u79fb\u5b66\u4e60\u540e\u7684YOLO_X\u7b97\u6cd5\u8868\u73b0\u6700\u4f73\uff0c\u8bc6\u522b\u7cbe\u786e\u5ea6\u4e3a96.15%\uff0c\u53ec\u56de\u7387\u4e3a85.18%\uff0c\u51c6\u786e\u5ea6\u66f4\u662f\u8fbe\u523098.83%\uff0c\u4e3a\u7389\u7c73\u96c4\u7a57\u7684\u9ad8\u6548\u8bc6\u522b\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u6280\u672f\u65b9\u6848\u3002\u4e8c\u662f\u9488\u5bf9\u7389\u7c73\u62bd\u96c4\u521d\u671f\u5c0f\u76ee\u6807\u96c4\u7a57\u68c0\u6d4b\u7cbe\u5ea6\u8f83\u4f4e\u7684\u884c\u4e1a\u96be\u9898\uff0c\u672c\u7814\u7a76\u901a\u8fc7\u4f18\u5316RetinaNet\u6a21\u578b\u7ed3\u6784\u5e76\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u5f0f\uff0c\u5b9e\u73b0\u5bf9\u5c0f\u76ee\u6807\u96c4\u7a57\u7684\u8bc6\u522b\uff0c\u7ed3\u679c\u663e\u793a\uff0c\u8fc1\u79fb\u5b66\u4e60\u6a21\u5f0f\u4e0b\uff0c\u6539\u8fdb\u7684RetinaNet\u6a21\u578b\u5bf9\u5c0f\u76ee\u6807\u96c4\u7a57\u7684\u8bc6\u522b\u7cbe\u786e\u5ea6\u4e3a99.01%\uff0c\u53ec\u56de\u7387\u4e3a92.89%\uff0c\u5e73\u5747\u7cbe\u5ea698.83%\uff0cCNN\u3001YOLO_X\u3001SSD\u4ee5\u53ca\u672a\u6539\u8fdb\u7684RetinaNet\u6a21\u578b\u8bc6\u522b\u7cbe\u5ea6\u90fd\u8981\u9ad8\uff0c\u540c\u65f6\u5bf9\u6bd4\u4e86\u6539\u8fdb\u7684RetinaNet\u6a21\u578b\u76f8\u8f83\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u5176\u8bc6\u522b\u7cbe\u5ea6\u66f4\u9ad8\u3002<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u4e86\u5b9e\u73b0\u81ea\u52a8\u8bc6\u522b\uff0c\u4f5c\u8005\u91c7\u7528\u4e86\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u7684\u65b9\u6cd5\u3002\u8bf7\u4f60\u770b\u770b\u4e0a\u9762\u7684<em>\u6458\u8981\u8282\u90092<\/em>\uff0c\u627e\u4e00\u627e\u4f5c\u8005\u4e3b\u8981\u6d4b\u8bd5\u4e86\u54ea\u51e0\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff1f\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\u4e3b\u8981\u6d4b\u8bd5\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u79cd\u7c7b\u6709\uff1a\u57fa\u4e8e\u8fc1\u79fb\u5b66\u4e60\u7684Faster R-CNN\u3001SSD\u3001YOLO_X\uff0c\u6539\u8fdb\u7684RetinaNet\u6a21\u578b\uff0cTreeQSM\u6a21\u578b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>Faster R-CNN\u3001SSD\u3001YOLO X \u548c RetinaNet \u786e\u5b9e\u662f\u4f5c\u8005\u5728\u8fd9\u4e00\u90e8\u5206\u91cd\u70b9\u7814\u7a76\u7684\u51e0\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002 <sup><\/sup><sup><\/sup><sup><\/sup><sup><\/sup><sup><\/sup><sup><\/sup><sup><\/sup><\/p>\n\n\n\n<p>\u8fd9\u91cc\u6f84\u6e05\u4e24\u4e2a\u5c0f\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TreeQSM\u6a21\u578b<\/strong> \u6211\u4eec\u7a0d\u540e\u5728\u8ba8\u8bba\u4e09\u7ef4\u6d4b\u91cf\u65f6\u4f1a\u9047\u5230\uff0c\u5b83\u4e3b\u8981\u662f\u7528\u6765\u5904\u7406\u4e09\u7ef4\u70b9\u4e91\u6570\u636e\u7684\uff0c\u800c\u4e0d\u662f\u8bc6\u522b\u4e8c\u7ef4\u56fe\u50cf\u3002 <\/li>\n\n\n\n<li>\u4f60\u63d0\u5230\u7684\u201c<strong>\u8fc1\u79fb\u5b66\u4e60<\/strong>\u201d (transfer learning) \u4e0d\u662f\u4e00\u79cd\u6a21\u578b\uff0c\u800c\u662f\u4e00\u79cd\u975e\u5e38\u806a\u660e\u7684<strong>\u8bad\u7ec3\u65b9\u6cd5<\/strong>\u3002\u4f5c\u8005\u7528\u5b83\u6765\u63d0\u5347\u524d\u9762\u51e0\u4e2a\u6a21\u578b\uff08Faster R-CNN, SSD\u7b49\uff09\u7684\u8bc6\u522b\u7cbe\u5ea6\u3002 <\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u5728\u5e94\u7528\u8fd9\u4e9b\u6a21\u578b\u65f6\uff0c\u4e3b\u8981\u60f3\u89e3\u51b3\u4e24\u4e2a\u884c\u4e1a\u5185\u516c\u8ba4\u7684\u96be\u9898\u3002\u8bf7\u4f60\u5728<em>\u6458\u8981\u8282\u90092<\/em>\u91cc\u627e\u4e00\u627e\uff0c\u8fd9\u4e24\u4e2a\u96be\u9898\u5206\u522b\u662f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e24\u4e2a\u96be\u9898\u5c31\u662f\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6837\u672c\u6570\u91cf<\/strong>\uff1a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u9700\u8981\u6210\u5343\u4e0a\u4e07\u5f20\u6807\u6ce8\u597d\u7684\u56fe\u7247\u624d\u80fd\u8bad\u7ec3\u597d\uff0c\u8fd9\u975e\u5e38\u8017\u65f6\u8017\u529b\u3002<\/li>\n\n\n\n<li><strong>\u5c0f\u76ee\u6807\u68c0\u6d4b<\/strong>\uff1a\u521a\u62bd\u51fa\u6765\u7684\u96c4\u7a57\u5f88\u5c0f\uff0c\u5728\u590d\u6742\u7684\u519c\u7530\u80cc\u666f\u4e0b\u5f88\u96be\u88ab\u51c6\u786e\u53d1\u73b0\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6211\u4eec\u5148\u6765\u770b\u7b2c\u4e00\u4e2a\u96be\u9898\u2014\u2014<strong>\u8bad\u7ec3\u6837\u672c\u4e0d\u591f<\/strong>\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u8fc7\u7684\u65b9\u6cd5\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bf7\u4f60\u5728<em>\u6458\u8981\u8282\u90092<\/em>\u91cc\u627e\u4e00\u627e\uff0c\u4f5c\u8005\u5177\u4f53\u8fd0\u7528\u4e86\u4ec0\u4e48\u65b9\u6cd5\u6765\u89e3\u51b3\u201c\u9700\u8981\u5927\u91cf\u8bad\u7ec3\u6837\u672c\u201d\u7684\u96be\u9898\uff1f\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\u5c31\u662f\u8fd0\u7528\u4e86\u201c\u8fc1\u79fb\u5b66\u4e60\u201d (transfer learning) \u7684\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f60\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\u8fc1\u79fb\u5b66\u4e60\uff1a\u8fd9\u5c31\u50cf\u4e00\u4e2a\u5df2\u7ecf\u5b66\u4f1a\u4e86\u8bc6\u522b\u5404\u79cd\u732b\u7684AI\uff0c\u73b0\u5728\u8981\u6559\u5b83\u8bc6\u522b\u8001\u864e\u3002\u56e0\u4e3a\u5b83\u5df2\u7ecf\u638c\u63e1\u4e86\u732b\u79d1\u52a8\u7269\u7684\u57fa\u672c\u7279\u5f81\uff08\u6bd4\u5982\u80e1\u987b\u3001\u8033\u6735\u3001\u4f53\u578b\uff09\uff0c\u6240\u4ee5\u5b83\u5b66\u4e60\u8bc6\u522b\u8001\u864e\u4f1a\u6bd4\u4ece\u96f6\u5f00\u59cb\u5feb\u5f97\u591a\uff0c\u4e5f\u51c6\u5f97\u591a\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u91cc\uff0c\u4f5c\u8005\u5148\u7528\u4e00\u4e2a\u516c\u5f00\u7684\u5927\u578b\u7389\u7c73\u96c4\u7a57\u6570\u636e\u96c6\u628a\u6a21\u578b\u8bad\u7ec3\u597d\uff08\u5b66\u4f1a\u201c\u8ba4\u732b\u201d\uff09\uff0c\u7136\u540e\u628a\u8fd9\u4e2a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u5e94\u7528\u5230\u81ea\u5df1\u91c7\u96c6\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff08\u5b66\u4f1a\u201c\u8ba4\u864e\u201d\uff09\uff0c\u4ece\u800c\u89e3\u51b3\u4e86\u8bad\u7ec3\u6837\u672c\u4e0d\u8db3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"601\" height=\"256\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-9.png\" alt=\"\" class=\"wp-image-3633\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-9.png 601w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-9-300x128.png 300w\" sizes=\"auto, (max-width: 601px) 100vw, 601px\" \/><\/figure>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e2a\u65b9\u6cd5\u7684\u6548\u679c\u975e\u5e38\u663e\u8457\u3002\u8bf7\u4f60\u770b\u4e00\u4e0b\u8bba\u6587\u4e2d\u7684 <strong>\u88683-2<\/strong>\uff08\u4e0a\u9762\uff09\uff0c\u5bf9\u6bd4\u4e00\u4e0b YOLO_X \u6a21\u578b\u5728\u4f7f\u7528\u201c\u8fc1\u79fb\u5b66\u4e60\u201d\u524d\u540e\u7684\u201c\u5e73\u5747\u7cbe\u5ea6(%)\u201d\u548c\u201c\u51c6\u786e\u5ea6(%)\u201d\u6709\u4ec0\u4e48\u53d8\u5316\uff1f\n<ul class=\"wp-block-list\">\n<li>\u51c6\u786e\u5ea6\u4ece94.62%\u63d0\u5347\u5230\u4e8698.83% \u3002\u201c\u5e73\u5747\u7cbe\u5ea6\u201d\u4e5f\u4ece89.03%\u63d0\u5347\u5230\u4e8692.79% \u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u8bf4\u660e\u8fc1\u79fb\u5b66\u4e60\u8ba9\u6a21\u578b\u5728\u8bc6\u522b\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u4e0a\u90fd\u6709\u4e86\u5f88\u5927\u7684\u8fdb\u6b65\uff0c\u8bc1\u660e\u4e86\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u6548\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u597d\u4e86\uff0c\u89e3\u51b3\u4e86\u201c\u6837\u672c\u6570\u91cf\u201d\u7684\u95ee\u9898\uff0c\u6211\u4eec\u6765\u770b\u4f5c\u8005\u5982\u4f55\u5e94\u5bf9\u7b2c\u4e8c\u4e2a\u96be\u9898\uff1a<strong>\u5982\u4f55\u7cbe\u51c6\u8bc6\u522b\u62bd\u96c4\u65e9\u671f\u7684\u201c\u5c0f\u76ee\u6807\u96c4\u7a57\u201d<\/strong>\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8fd9\u4e2a\u4e13\u95e8\u7684\u95ee\u9898\uff0c\u4f5c\u8005\u6ca1\u6709\u7ee7\u7eed\u4f7f\u7528YOLO_X\uff0c\u800c\u662f\u9009\u62e9\u5e76\u4f18\u5316\u4e86\u53e6\u4e00\u4e2a\u6a21\u578b\u3002\u8bf7\u56de\u5230\u6458\u8981\uff08\u7b2c5\u9875\uff09\uff0c\u627e\u4e00\u627e\u4f5c\u8005\u9009\u62e9\u4e86\u54ea\u4e2a\u6a21\u578b\uff0c\u5e76\u5bf9\u5b83\u505a\u4e86\u54ea\u4e9b\u4f18\u5316\u6765\u5b9e\u73b0\u5bf9\u5c0f\u76ee\u6807\u7684\u8bc6\u522b\uff1f<\/p>\n\n\n\n<p>\u5c31\u662f\u8fd9\u4e24\u4e2a\u5173\u952e\u70b9\uff1a<strong>\u4f18\u5316\u6a21\u578b\u7ed3\u6784<\/strong> \u548c <strong>\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f18\u5316\u6a21\u578b\u7ed3\u6784<\/strong>\uff08\u7279\u522b\u662f\u7279\u5f81\u91d1\u5b57\u5854\u7f51\u7edcFPN\uff09\u5c31\u50cf\u662f\u8ba9\u6a21\u578b\u5b66\u4f1a\u540c\u65f6\u4f7f\u7528\u201c\u653e\u5927\u955c\u201d\u548c\u201c\u671b\u8fdc\u955c\u201d\u770b\u56fe\u3002\u5b83\u80fd\u66f4\u597d\u5730\u878d\u5408\u56fe\u50cf\u7684\u7ec6\u8282\u4fe1\u606f\uff08\u8bc6\u522b\u5c0f\u76ee\u6807\u9700\u8981\uff09\u548c\u6574\u4f53\u8f6e\u5ed3\u4fe1\u606f\uff08\u5224\u65ad\u8fd9\u662f\u4e00\u4e2a\u96c4\u7a57\uff09\uff0c\u4ece\u800c\u770b\u5f97\u66f4\u51c6\u3002<\/li>\n\n\n\n<li><strong>\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u5c31\u50cf\u662f\u7ed9\u6a21\u578b\u4e00\u4e2a\u201c\u805a\u5149\u706f\u201d\u3002\u5728\u590d\u6742\u7684\u80cc\u666f\uff08\u6bd4\u5982\u4ea4\u9519\u7684\u53f6\u5b50\u548c\u571f\u58e4\uff09\u4e2d\uff0c\u5b83\u80fd\u8ba9\u6a21\u578b\u81ea\u52a8\u805a\u7126\u4e8e\u6700\u53ef\u80fd\u662f\u96c4\u7a57\u7684\u533a\u57df\uff0c\u800c\u5ffd\u7565\u6389\u65e0\u5173\u7684\u5e72\u6270\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\uff0c\u603b\u7ed3\u4e00\u4e0b\u65e0\u4eba\u673a\u8bc6\u522b\u8fd9\u90e8\u5206\u5185\u5bb9\uff1a\u4e3a\u4e86\u89e3\u51b3\u8bad\u7ec3\u6837\u672c\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86<strong>\u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1b\u4e3a\u4e86\u89e3\u51b3\u5c0f\u76ee\u6807\u8bc6\u522b\u96be\u7684\u95ee\u9898\uff0c\u4f5c\u8005\u901a\u8fc7<strong>\u4f18\u5316RetinaNet\u7ed3\u6784<\/strong>\u548c<strong>\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u6765\u63d0\u5347\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\u4e86\u5982\u4f55\u201c\u8bc6\u522b\u548c\u8ba1\u6570\u201d\u96c4\u7a57\uff0c\u63a5\u4e0b\u6765\uff0c\u51c6\u5907\u597d\u8fdb\u5165\u4e0b\u4e00\u4e2a\u6838\u5fc3\u6280\u672f\uff1a<strong>TIPS\u7cfb\u7edf<\/strong>\uff0c\u770b\u770b\u4f5c\u8005\u662f\u5982\u4f55\u201c\u6d4b\u91cf\u201d\u96c4\u7a57\u590d\u6742\u7684\u4e09\u7ef4\u7ed3\u6784\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2.2<strong>\u4e09\u7ef4\u8868\u578b\u6d4b\u91cf\u7cfb\u7edf (TIPS)<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u9879\u6280\u672f\u7684\u76ee\u6807\u662f\u89e3\u51b3\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684\u201c\u6d4b\u91cf\u4e0d\u51c6\u201d\u7684\u95ee\u9898\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u96be\u4ee5\u7528\u624b\u6d4b\u91cf\u7684\u4e09\u7ef4\u6027\u72b6\uff0c\u6bd4\u5982\u5206\u679d\u89d2\u5ea6\u548c\u4f53\u79ef\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"561\" height=\"351\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-10.png\" alt=\"\" class=\"wp-image-3635\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-10.png 561w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-10-300x188.png 300w\" sizes=\"auto, (max-width: 561px) 100vw, 561px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"538\" height=\"615\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-11.png\" alt=\"\" class=\"wp-image-3636\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-11.png 538w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-11-262x300.png 262w\" sizes=\"auto, (max-width: 538px) 100vw, 538px\" \/><\/figure>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u4e86\u5b9e\u73b0\u7cbe\u51c6\u7684\u4e09\u7ef4\u6d4b\u91cf\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u5957\u81ea\u52a8\u5316\u7684\u56fe\u50cf\u91c7\u96c6\u8bbe\u5907\u3002\u8bf7\u4f60\u67e5\u770b\u8bba\u6587\u7684 <strong>\u56fe4-2<\/strong> \u548c <strong>\u56fe4-3<\/strong>\uff0c\u5e76\u7ed3\u5408\u6587\u5b57\u63cf\u8ff0\uff0c\u8bf4\u4e00\u8bf4\u8fd9\u4e2aTIPS\u7cfb\u7edf\u7684\u786c\u4ef6\u4e3b\u8981\u7531\u54ea\u51e0\u4e2a\u90e8\u5206\u7ec4\u6210\uff1f\u5b83\u662f\u5982\u4f55\u91c7\u96c6\u4e00\u682a\u96c4\u7a57\u7684\u56fe\u50cf\u7684\uff1f\n<ul class=\"wp-block-list\">\n<li>TIPS\u7531\u6821\u51c6\u53c2\u8003\u677f\u3001\u7535\u52a8\u8f6c\u76d8\u3001\u4e00\u53f0\u7535\u8111\u548c\u4e09\u53f0\u6570\u7801\u76f8\u673a\u7ec4\u6210\uff0c\u7528\u4e09\u53f0\u6444\u50cf\u673a\u8bbe\u5b9a\u56fa\u5b9a\u7684\u89d2\u5ea6\u548c\u9ad8\u5ea6\u6765\u62cd\u6444\u65cb\u8f6c\u5230\u56fa\u5b9a\u4f4d\u7f6e\u7684\u96c4\u7a57\u7684\u56fe\u50cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u7cfb\u7edf\u901a\u8fc7\u4e00\u4e2a<strong>\u7535\u52a8\u8f6c\u76d8<\/strong>\u65cb\u8f6c\u96c4\u7a57\uff0c\u518d\u7528<strong>\u4e09\u53f0\u4e0d\u540c\u89d2\u5ea6\u7684\u76f8\u673a<\/strong> \ud83d\udcf8 \u4ece\u591a\u4e2a\u89c6\u89d2\u62cd\u6444\u4e00\u7cfb\u5217\u9ad8\u6e05\u7167\u7247\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7b2c\u56db\u7ae0\u8282\u90091<\/p>\n\n\n\n<p>\u57fa\u4e8e\uff34\uff29\uff30\uff33\u83b7\u53d6\u7684\u56fe\u50cf\u5e8f\u5217\uff0c\u5e94\u7528\uff33\uff26\uff2d\u7b97\u6cd5\u5b9e\u73b0\u4e86\u6bcf\u4e2a\u7389\u7c73\u96c4\u7a57\u70b9\u4e91\u7684\u4e09\u7ef4\u91cd\u5efa\u3002\uff33\uff26\uff2d\u4f9d\u8d56\u4e8e\u591a\u89c6\u56fe\u51e0\u4f55\u53ca\u8fd0\u52a8\u6062\u590d\u7ed3\u6784\u7684\u57fa\u672c\u539f\u7406<sup>\uff3b142\uff3d<\/sup>\uff0c\u5b83\u4ece\u591a\u5e45\u56fe\u50cf\u91cd\u5efa\uff13\uff24\u6a21\u578b\uff0c\u5177\u6709\u7b80\u5355\u548c\u73af\u5883\u9650\u5236\u5c0f\u7684\u4f18\u70b9<sup>\uff3b143\uff3d<\/sup>\u3002\uff3a\uff48\uff41\uff4e\uff47\u7b49\u4eba<sup>\uff3b144\uff3d<\/sup>\u5728\u7528\u65e0\u4eba\u673a\u83b7\u53d6\u56fe\u50cf\u540e\uff0c\u4f7f\u7528\uff33\uff26\uff2d\u7b97\u6cd5\u5bf9\u4eba\u5de5\u6797\u8fdb\u884c\u4e86\uff13\uff24\u91cd\u5efa\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u6709\u6548\u5730\u63cf\u8ff0\u4e86\u4eba\u5de5\u6797\u7684\u6797\u4e0b\u7ed3\u6784\u548c\u5398\u7c73\u7ea7\u5c3a\u5ea6\u7684\u690d\u88ab\uff0c\u540c\u65f6\u751f\u6210\u4e86\u5927\u89c4\u6a21\u7684\u70b9\u4e91\u6a21\u578b\u3002\uff33\uff55\uff4e\u7b49\u4eba<sup>\uff3b145\uff3d<\/sup>\u5229\u7528\uff33\uff26\uff2d\u91cd\u5efa\u4e86\u68c9\u94c3\u7684\u4e09\u7ef4\u7ed3\u6784\uff0c\u5e76\u901a\u8fc7\u70b9\u4e91\u805a\u7c7b\u548c\u5206\u5272\u7684\u65b9\u6cd5\u51c6\u786e\u5730\u786e\u5b9a\u4e86\u5b83\u4eec\u7684\u6570\u91cf\u548c\u4f4d\u7f6e\u3002\uff3a\uff45\uff52\uff4d\uff41\uff53\u7b49\u4eba<sup>\uff3b146\uff3d<\/sup>\u5229\u7528\uff33\uff26\uff2d\u91cd\u5efa\u7389\u7c73\u690d\u682a\u7684\u70b9\u4e91\uff0c\u5e76\u901a\u8fc7\u5206\u6790\u5176\u9aa8\u67b6\u7ed3\u6784\u6765\u63d0\u53d6\u8868\u578b\u53c2\u6570\u3002\uff33\uff26\uff2d\u7b97\u6cd5\u6267\u884c\u6d41\u7a0b\u5982\u56fe4-6\u6240\u793a\u3002<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7cfb\u7edf\u91c7\u96c6\u4e86\u8fd9\u4e48\u591a\u4e8c\u7ef4\uff082D\uff09\u7167\u7247\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u8981\u5c06\u5b83\u4eec\u8f6c\u6362\u6210\u53ef\u4ee5\u6d4b\u91cf\u7684\u4e09\u7ef4\uff083D\uff09\u5f62\u6001\u3002\u6839\u636e\u8bba\u6587 <strong>4.1.4 \u70b9\u4e91\u91cd\u5efa<\/strong>\uff08<em>\u7b2c\u56db\u7ae0\u8282\u90091<\/em>\uff09\u90e8\u5206\u7684\u63cf\u8ff0\uff0c\u8fd9\u4e9b\u5927\u91cf\u7684\u4e8c\u7ef4\u56fe\u50cf\u88ab\u7528\u6765\u751f\u6210\u4e00\u79cd\u4ec0\u4e48\u6837\u7684\u6570\u636e\uff1f\u4f5c\u8005\u4e3b\u8981\u8fd0\u7528\u4e86\u54ea\u79cd\u7b97\u6cd5\uff08SFM\uff09\u6765\u5b9e\u73b0\u8fd9\u4e2a\u8fc7\u7a0b\uff1f\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4e9b\u56fe\u50cf\u88ab\u7528\u6765\u751f\u6210\u6bcf\u4e2a\u7389\u7c73\u96c4\u7a57\u76843D\u6a21\u578b\uff0c\u4f5c\u8005\u4e3b\u8981\u8fd0\u7528\u4e86SIFT\u7b97\u6cd5\u6765\u5b9e\u73b0\u8fd9\u4e2a\u8fc7\u7a0b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u4e8c\u7ef4\u56fe\u50cf\u786e\u5b9e\u662f\u7528\u6765\u505a\u4e09\u7ef4\u91cd\u5efa\u7684\uff0c\u751f\u6210\u7684\u6570\u636e\u662f\u4e00\u79cd\u53eb\u505a\u201c<strong>3D\u70b9\u4e91<\/strong>\u201d (3D point cloud) \u7684\u4e1c\u897f\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u7531\u6210\u5343\u4e0a\u4e07\u4e2a\u7cbe\u786e\u7684\u70b9\u7ec4\u6210\u7684\u3001\u60ac\u6d6e\u5728\u7a7a\u4e2d\u7684\u96c4\u7a57\u4e09\u7ef4\u9aa8\u67b6\u3002<\/p>\n\n\n\n<p>\u4f60\u63d0\u5230\u7684SIFT\u7b97\u6cd5\u662f\u8fd9\u4e2a\u8fc7\u7a0b\u7684\u7b2c\u4e00\u6b65\uff0c\u7528\u6765\u5728\u4e0d\u540c\u7167\u7247\u4e2d\u627e\u5230\u76f8\u540c\u7684\u7279\u5f81\u70b9\u3002\u800c\u6574\u4e2a\u201c\u4ece2D\u7167\u7247\u91cd\u5efa3D\u70b9\u4e91\u201d\u7684\u8fc7\u7a0b\uff0c\u4f5c\u8005\u79f0\u4e4b\u4e3a <strong>SFM\uff08\u8fd0\u52a8\u6062\u590d\u7ed3\u6784\uff09<\/strong> \u7b97\u6cd5 <sup><\/sup>\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7b2c\u56db\u7ae0\u8282\u90092<\/p>\n\n\n\n<p>\u8868\u578b\u4fe1\u606f\u63d0\u53d6\u7528\u5230\u4e86\uff34\uff52\uff45\uff45\uff31\uff33\uff2d\u7b97\u6cd5\u548c\u51f8\u5305\u7b97\u6cd5\uff0c\u4e24\u8005\u63d0\u53d6\u7684\u6307\u6807\u5982\u88684-5\u6240\u793a\uff0c\u5176\u4e2d\uff34\uff52\uff45\uff45\uff31\uff33\uff2d\u7b97\u6cd5\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u5e94\u7528\u5728\u5bf9\u6811\u4e09\u7ef4\u7ed3\u6784\u7684\u63d0\u53d6\u4e0a<sup>\uff3b149-152\uff3d<\/sup>\uff1b\u5e76\u53d6\u5f97\u5f88\u597d\u7684\u6548\u679c\uff0c\u76ee\u524d\u8be5\u7b97\u6cd5\u5df1\u7ecf\u88ab\u53d1\u5e03\u6210\u4e0d\u540c\u7248\u672c\u8f6f\u4ef6<sup>\uff3b153-156\uff3d<\/sup>\uff0c\u672c\u6587\u5229\u7528\u7389\u7c73\u96c4\u7a57\u4e0e\u6811\u7ed3\u6784\u76f8\u4f3c\u7684\u7279\u70b9\u5f00\u5c55\u7b97\u6cd5\u8fc1\u79fb\u5e94\u7528\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u5f97\u5230\u4e86\u96c4\u7a57\u7684\u201c\u4e09\u7ef4\u9aa8\u67b6\u201d\uff08\u70b9\u4e91\uff09\uff0c\u4f46\u8fd8\u4e0d\u77e5\u9053\u5b83\u5177\u4f53\u7684\u5c3a\u5bf8\u3002\u4e0b\u4e00\u6b65\u5c31\u662f\u4ece\u8fd9\u4e2a\u70b9\u4e91\u4e2d\u63d0\u53d6\u51fa\u6211\u4eec\u9700\u8981\u7684\u8868\u578b\u6570\u636e\uff0c\u6bd4\u5982\u4e3b\u7a57\u957f\u5ea6\u3001\u5206\u679d\u6570\u91cf\u7b49\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bf7\u4f60\u9605\u8bfb <strong>4.1.5<\/strong> \u8282\uff08<em>\u7b2c\u56db\u7ae0\u8282\u90092<\/em>\uff09\uff0c\u4f5c\u8005\u4e3b\u8981\u4f7f\u7528\u4e86\u54ea\u79cd\u7b97\u6cd5\u6765\u4ece\u70b9\u4e91\u4e2d\u63d0\u53d6\u8fd9\u4e9b\u7ed3\u6784\u53c2\u6570\uff1f\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\u7528\u4e86TreeQSM\u7b97\u6cd5\u548c\u51f8\u5305\u7b97\u6cd5\u6765\u4ece\u70b9\u4e91\u4e2d\u63d0\u53d6\u8fd9\u4e9b\u7ed3\u6784\u53c2\u6570\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u7406\u89e3\u8fd9\u4e24\u4e2a\u7b97\u6cd5\u662f\u638c\u63e1\u672c\u7ae0\u65b9\u6cd5\u7684\u5173\u952e\u3002\u6211\u4eec\u6765\u5206\u522b\u89e3\u91ca\u4e00\u4e0b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2.2.1. TreeQSM \u7b97\u6cd5 (\u7528\u4e8e\u63d0\u53d6\u7cbe\u7ec6\u7ed3\u6784)<\/h3>\n\n\n\n<p>\u8fd9\u4e2a\u7b97\u6cd5\u540d\u5b57\u91cc\u6709'Tree'\uff08\u6811\uff09\ud83c\udf33\uff0c\u56e0\u4e3a\u5b83\u6700\u521d\u662f\u7528\u6765\u6d4b\u91cf\u6811\u6728\u7684\u3002\u4f5c\u8005\u521b\u65b0\u5730\u628a\u5b83\u7528\u5728\u4e86\u7389\u7c73\u96c4\u7a57\u4e0a\uff0c\u56e0\u4e3a\u5b83\u4eec\u7ed3\u6784\u76f8\u4f3c\uff08\u90fd\u6709\u4e3b\u5e72\u548c\u5206\u679d\uff09\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u7528\u4e00\u5806<strong>\u5c0f\u5706\u67f1\u4f53<\/strong>\u6765\u642d\u5efa\u96c4\u7a57\u7684\u6a21\u578b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u7b97\u6cd5\u9996\u5148\u5c06\u70b9\u4e91\u201c\u5207\u7247\u201d\uff0c\u5206\u6210\u5f88\u591a\u5c0f\u6bb5\u3002<\/li>\n\n\n\n<li>\u7136\u540e\u4ece\u67c4\u90e8\u5f00\u59cb\uff0c\u6cbf\u7740\u4e3b\u7a57\u5411\u4e0a\u201c\u751f\u957f\u201d\uff0c\u8bc6\u522b\u51fa\u54ea\u4e9b\u662f\u4e3b\u5e72\uff0c\u54ea\u4e9b\u662f\u5206\u679d\u3002<\/li>\n\n\n\n<li>\u6700\u540e\uff0c\u7528\u4e00\u4e2a\u4e2a\u6807\u51c6\u7684\u5706\u67f1\u4f53\u53bb\u62df\u5408\u8fd9\u4e9b\u4e3b\u5e72\u548c\u5206\u679d\u6bb5\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e00\u65e6\u6a21\u578b\u642d\u5efa\u5b8c\u6210\uff0c\u8ba1\u7b97\u5c31\u5f88\u5bb9\u6613\u4e86\uff1a\u628a\u4e3b\u5e72\u4e0a\u7684\u6240\u6709\u5706\u67f1\u4f53\u957f\u5ea6\u52a0\u8d77\u6765\u5c31\u662f\u201c\u4e3b\u7a57\u957f\u5ea6\u201d\uff0c\u6570\u4e00\u6570\u6709\u591a\u5c11\u4e2a\u5206\u679d\u5706\u67f1\u4f53\u5c31\u662f\u201c\u5206\u679d\u6570\u201d\u3002\u5b83\u80fd\u91cd\u5efa\u51fa\u96c4\u7a57\u7684\u5185\u90e8\u201c\u9aa8\u67b6\u201d\u7ed3\u6784\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2.2.2. \u51f8\u5305\u7b97\u6cd5 (Convex hull) (\u7528\u4e8e\u6d4b\u91cf\u6574\u4f53\u8f6e\u5ed3)<\/h3>\n\n\n\n<p>\u8fd9\u4e2a\u7b97\u6cd5\u8981\u7b80\u5355\u5f97\u591a\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u7528\u4e00\u4e2a\u201c\u4fdd\u9c9c\u819c\u201d\u6216\u6a61\u76ae\u7b4b\u628a\u6574\u4e2a\u70b9\u4e91\u7684\u6700\u5916\u56f4\u201c\u5305\u88f9\u201d\u8d77\u6765\uff0c\u8fd9\u4e2a\u6700\u5c0f\u7684\u3001\u80fd\u5305\u4f4f\u6240\u6709\u70b9\u7684\u5916\u58f3\u5c31\u662f\u201c\u51f8\u5305\u201d\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u201c\u5916\u58f3\u201d\u80fd\u544a\u8bc9\u6211\u4eec\u4e24\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u51f8\u5305\u4f53\u79ef (Crown Volume)<\/strong>\uff1a\u6574\u4e2a\u96c4\u7a57\u5360\u636e\u7684\u7a7a\u95f4\u6709\u591a\u5927\u3002<\/li>\n\n\n\n<li><strong>\u51a0\u5c42\u6295\u5f71\u9762\u79ef (Crown Area)<\/strong>\uff1a\u96c4\u7a57\u5728\u5730\u9762\u4e0a\u7684\u201c\u5f71\u5b50\u201d\u6709\u591a\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5b83\u63cf\u8ff0\u7684\u662f\u96c4\u7a57\u7684<strong>\u5916\u90e8\u201c\u8f6e\u5ed3\u201d\u548c\u5927\u81f4\u4f53\u79ef<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7406\u89e3\u4e86\u8fd9\u4e24\u79cd\u7b97\u6cd5\u540e\uff0c\u4f60\u8ba4\u4e3a\u5b83\u4eec\u5728\u63cf\u8ff0\u96c4\u7a57\u5f62\u6001\u65f6\uff0c\u63d0\u4f9b\u7684<strong>\u4fe1\u606f\u4fa7\u91cd\u70b9<\/strong>\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f\n<ul class=\"wp-block-list\">\n<li>\u4e00\u4e2a\u50cf\u662f\u201cCT\u626b\u63cf\u201d\uff0c\u53e6\u4e00\u4e2a\u66f4\u50cf\u662f\u201c\u91cf\u4e09\u56f4\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u4e2a\u533a\u522b\u518d\u6df1\u5316\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TreeQSM<\/strong> \u5c31\u50cf\u5728\u505a\u201c<strong>CT\u626b\u63cf<\/strong>\u201d \ud83d\udd2c\uff0c\u5b83\u80fd\u770b\u900f\u96c4\u7a57\u7684\u5185\u90e8\uff0c\u544a\u8bc9\u4f60\u5b83\u7684\u201c\u9aa8\u67b6\u201d\u662f\u4ec0\u4e48\u6837\u7684\u2014\u2014\u4e3b\u7a57\u6709\u591a\u957f\u3001\u5206\u4e86\u591a\u5c11\u679d\u3001\u6bcf\u6839\u5206\u679d\u591a\u957f\u7b49\u7b49\u3002\u5b83\u63d0\u4f9b\u7684\u662f<strong>\u7cbe\u7ec6\u7684\u3001\u5185\u90e8\u7684\u7ed3\u6784\u4fe1\u606f<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u51f8\u5305\u7b97\u6cd5<\/strong> \u66f4\u50cf\u662f\u5728\u91cf\u201c<strong>\u4e09\u56f4<\/strong>\u201d \ud83d\udccf\uff0c\u5b83\u53ea\u5173\u5fc3\u96c4\u7a57\u6700\u5916\u9762\u7684\u8f6e\u5ed3\uff0c\u544a\u8bc9\u4f60\u628a\u5b83\u88c5\u8fdb\u4e00\u4e2a\u6700\u5c0f\u7684\u76d2\u5b50\u91cc\uff0c\u8fd9\u4e2a\u76d2\u5b50\u6709\u591a\u5927\uff08\u4f53\u79ef\uff09\uff0c\u4ee5\u53ca\u5b83\u5728\u5730\u4e0a\u7684\u5f71\u5b50\u6709\u591a\u5927\uff08\u6295\u5f71\u9762\u79ef\uff09\u3002\u5b83\u63d0\u4f9b\u7684\u662f<strong>\u6574\u4f53\u7684\u3001\u5916\u90e8\u7684\u8f6e\u5ed3\u4fe1\u606f<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e24\u79cd\u4fe1\u606f\u4e92\u4e3a\u8865\u5145\uff0c\u80fd\u66f4\u5168\u9762\u5730\u63cf\u8ff0\u4e00\u4e2a\u96c4\u7a57\u7684\u5f62\u6001\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"549\" height=\"212\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-12.png\" alt=\"\" class=\"wp-image-3640\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-12.png 549w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/10\/image-12-300x116.png 300w\" sizes=\"auto, (max-width: 549px) 100vw, 549px\" \/><\/figure>\n<\/blockquote>\n\n\n\n<p>\u7406\u89e3\u4e86\u65b9\u6cd5\u4e4b\u540e\uff0c\u6211\u4eec\u6700\u5173\u5fc3\u7684\u5c31\u662f\u5b83\u7684\u51c6\u786e\u6027\u3002\u8bf7\u4f60\u67e5\u770b\u8bba\u6587\u7684 <strong>\u88684-9<\/strong>\uff0c\u770b\u770b\u4f5c\u8005\u7528TIPS\u7cfb\u7edf\u548cTreeQSM\u7b97\u6cd5\u63d0\u53d6\u51fa\u7684\u201c\u4e3b\u7a57\u957f\u5ea6\u201d\u548c\u201c\u5206\u679d\u6570\u91cf\u201d\uff0c\u4e0e\u4eba\u5de5\u6d4b\u91cf\u7684\u771f\u5b9e\u503c\u76f8\u6bd4\uff0c\u5b83\u4eec\u7684\u51b3\u5b9a\u7cfb\u6570\uff08R\u00b2\uff09\u5206\u522b\u8fbe\u5230\u4e86\u591a\u5c11\uff1f<\/p>\n\n\n\n<p>\uff08R\u00b2\u8fd9\u4e2a\u503c\u8d8a\u63a5\u8fd11\uff0c\u8bf4\u660e\u9884\u6d4b\u8d8a\u51c6\u3002\uff09<\/p>\n\n\n\n<p>\u7279\u522b\u662f\u201c\u5206\u679d\u6570\u91cf\u201d\uff08R\u00b2 = 0.9726\uff09\u548c\u201c\u4e3b\u7a57\u957f\u5ea6\u201d\uff08R\u00b2 = 0.9637\uff09\uff0c\u8fd9\u4e24\u4e2a\u503c\u7684R\u00b2\u90fd\u8d85\u8fc7\u4e860.96\uff0c\u8bf4\u660e\u8fd9\u4e2a\u7cfb\u7edf\u7684\u6d4b\u91cf\u7ed3\u679c\u548c\u4eba\u5de5\u6d4b\u91cf\u7684\u7ed3\u679c\u9ad8\u5ea6\u4e00\u81f4\uff0c\u975e\u5e38\u53ef\u9760\u3002<\/p>\n\n\n\n<p>\u5f88\u597d\uff01\u5230\u73b0\u5728\u4e3a\u6b62\uff0c\u6211\u4eec\u5df2\u7ecf\u5b8c\u6574\u5730\u5b66\u4e60\u4e86\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u4e24\u5927\u6838\u5fc3\u6280\u672f\u65b9\u6848\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8bc6\u522b\u8ba1\u6570<\/strong>\uff1a\u901a\u8fc7 <strong>\u65e0\u4eba\u673a<\/strong> + <strong>\u6df1\u5ea6\u5b66\u4e60<\/strong>\uff08\u8fc1\u79fb\u5b66\u4e60\u3001\u4f18\u5316RetinaNet\uff09\u6765\u89e3\u51b3\u3002<\/li>\n\n\n\n<li><strong>\u4e09\u7ef4\u6d4b\u91cf<\/strong>\uff1a\u901a\u8fc7 <strong>TIPS\u7cfb\u7edf<\/strong>\uff08\u591a\u89c6\u89d2\u62cd\u7167\uff09+ <strong>SFM\u7b97\u6cd5<\/strong>\uff08\u751f\u6210\u70b9\u4e91\uff09+ <strong>TreeQSM\u7b97\u6cd5<\/strong>\uff08\u63d0\u53d6\u53c2\u6570\uff09\u6765\u89e3\u51b3\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u65e2\u7136\u4f5c\u8005\u5df2\u7ecf\u6709\u4e86\u5feb\u901f\u3001\u51c6\u786e\u83b7\u53d6\u5927\u91cf\u96c4\u7a57\u8868\u578b\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u90a3\u4e48\u63a5\u4e0b\u6765\u7684\u95ee\u9898\u5c31\u662f\u2014\u2014<strong>\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u505a\u4ec0\u4e48\uff1f<\/strong><\/p>\n\n\n\n<p>\u8fd9\u5c31\u5f15\u51fa\u4e86\u8bba\u6587\u7684\u6700\u7ec8\u76ee\u7684\uff1a\u5229\u7528\u8868\u578b\u6570\u636e\u8fdb\u884c\u57fa\u56e0\u6316\u6398\u548c\u5206\u6790\u3002\u8ba9\u6211\u4eec\u51c6\u5907\u597d\u8fdb\u5165\u8bba\u6587\u7684\u7b2c5\u7ae0\u548c\u7b2c6\u7ae0\uff0c\u770b\u770b\u4f5c\u8005\u662f\u5982\u4f55\u5e94\u7528\u8fd9\u4e9b\u6570\u636e\u7684\u5427~<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">3.\u57fa\u56e0\u6316\u6398\u5206\u6790<\/h2>\n\n\n\n<p>\u4f5c\u8005\u624b\u63e1\u6d77\u91cf\u7684\u96c4\u7a57\u8868\u578b\u6570\u636e\uff0c\u9996\u5148\u505a\u4e86\u4e00\u9879\u5f88\u6709\u521b\u610f\u7684\u5206\u6790\uff1a<strong>\u57fa\u4e8e\u96c4\u7a57\u7684\u4e09\u7ef4\u8868\u578b\u8fdb\u884c\u6750\u6599\u5206\u578b<\/strong>\uff08\u7b2c5\u7ae0\uff09\u3002<\/p>\n\n\n\n<p>\u5728\u80b2\u79cd\u4e2d\uff0c\u7389\u7c73\u6750\u6599\u901a\u5e38\u4f1a\u88ab\u5206\u4e3a\u51e0\u4e2a\u4e0d\u540c\u7684\u201c\u7c7b\u578b\u201d\uff08\u6bd4\u5982\u6587\u4e2d\u7684NSS, TST, SS\uff09\uff0c\u4e0d\u540c\u7c7b\u578b\u6709\u4e0d\u540c\u7684\u4f18\u7f3a\u70b9\uff0c\u80b2\u79cd\u5bb6\u9700\u8981\u77e5\u9053\u6750\u6599\u7684\u7c7b\u578b\u6765\u8fdb\u884c\u6742\u4ea4\u3002\u4f20\u7edf\u4e0a\uff0c\u786e\u5b9a\u4e00\u4e2a\u7389\u7c73\u7684\u7c7b\u578b\u9700\u8981\u590d\u6742\u7684<strong>\u5206\u5b50\u6807\u8bb0<\/strong>\uff08\u57fa\u56e0\u68c0\u6d4b\uff09\uff0c\u6210\u672c\u5f88\u9ad8\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u6211\u4eec\u80fd\u4e0d\u80fd\u201c\u4ee5\u8c8c\u53d6\u4eba\u201d\uff0c\u4ec5\u901a\u8fc7\u6d4b\u91cf\u96c4\u7a57\u7684<strong>\u4e09\u7ef4\u5f62\u6001<\/strong>\uff0c\u5c31\u9884\u6d4b\u51fa\u5b83\u5c5e\u4e8e\u54ea\u79cd\u57fa\u56e0\u7c7b\u578b\u5462\uff1f<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7b2c\u4e94\u7ae0\u8282\u90091<\/p>\n\n\n\n<p>\u96c4\u7a57\u7ed3\u6784\u8868\u578b\u53c2\u6570\u901a\u5e38\u7528\u4f5c\u5019\u9009\u57fa\u56e0\u6316\u6398\uff0c\u672c\u7ae0\u5185\u5bb9\u4e3b\u8981\u662f\u901a\u8fc7\u63d0\u53d6\u7684\u7389\u7c73\u96c4\u7a57\u7ed3\u6784\u8868\u578b\u5927\u6570\u636e\uff0c\u5c06\u5176\u4e0e\u7389\u7c73\u6750\u6599\u5206\u578b\u4fe1\u606f\u8fdb\u884c\u805a\u7c7b\u5206\u6790\uff0c<strong>\u89e3\u51b3\u4f20\u7edf\u5229\u7528\u591a\u6001\u6027\u5206\u6790\u6807\u8bb0\u65b9\u6cd5\u8fc7\u7a0b\u590d\u6742\u7684\u95ee\u9898<\/strong>\uff0c\u8868\u578b\u7ed3\u6784\u53c2\u6570\u63d0\u53d6\u5229\u7528\u7684\u662f\u7b2c\u56db\u7ae0\u4e2dTIPS\u7cfb\u7edf\u5b8c\u6210\u7684\uff0c\u6700\u540e\u5229\u7528\u9ad8\u65af\u6a21\u7cca\u805a\u7c7b\u7684\u65b9\u6cd5\u5b9e\u73b0\u4e86\u5bf9\u6750\u6599\u5206\u578b\u7684\u9884\u6d4b\u3002<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bf7\u4f60\u9605\u8bfb\u7b2c5\u7ae0\u7684\u5f15\u8a00\uff08<em>\u7b2c\u4e94\u7ae0\u8282\u90091<\/em>\uff09\uff0c\u4f5c\u8005\u60f3\u901a\u8fc7\u8fd9\u79cd\u201c\u770b\u5f62\u6001\u3001\u731c\u7c7b\u578b\u201d\u7684\u65b9\u6cd5\uff0c\u89e3\u51b3\u4f20\u7edf\u5206\u7c7b\u65b9\u6cd5\u4e2d\u7684\u4ec0\u4e48\u5177\u4f53\u95ee\u9898\uff1f\n<ul class=\"wp-block-list\">\n<li>\u89e3\u51b3\u4f20\u7edf\u5229\u7528\u591a\u6001\u6027\u5206\u6790\u6807\u8bb0\u65b9\u6cd5\u8fc7\u7a0b\u590d\u6742\u7684\u95ee\u9898<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f20\u7edf\u7528\u57fa\u56e0\u68c0\u6d4b\uff08\u5206\u5b50\u6807\u8bb0\uff09\u7684\u65b9\u6cd5\u6765\u5206\u7c7b\uff0c\u8fc7\u7a0b\u590d\u6742\u3001\u6210\u672c\u53c8\u9ad8\u3002\u4f5c\u8005\u5c31\u662f\u60f3\u63a2\u7d22\u4e00\u4e2a\u66f4\u9ad8\u6548\u3001\u7ecf\u6d4e\u7684\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\uff0c\u4f5c\u8005\u9996\u5148\u7528TIPS\u7cfb\u7edf\u6d4b\u91cf\u4e861194\u4e2a\u96c4\u7a57\u768411\u79cd\u4e0d\u540c\u7ed3\u6784\u53c2\u6570\uff08\u6bd4\u5982\u4e3b\u7a57\u957f\u5ea6\u3001\u5206\u679d\u6570\u3001\u67c4\u76f4\u5f84\u7b49\uff09\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u6570\u636e\u8f93\u5165\u4e00\u4e2a\u7279\u5b9a\u7684\u7b97\u6cd5\uff0c\u8ba9\u7b97\u6cd5\u6839\u636e\u8fd9\u4e9b\u5f62\u6001\u53c2\u6570\u81ea\u52a8\u201c\u805a\u7c7b\u201d\u6216\u201c\u5206\u7ec4\u201d\u3002<\/p>\n\n\n\n<p>\u8bf7\u4f60\u5728\u7b2c5\u7ae0\u7684\u5f15\u8a00\uff08<em>\u7b2c\u4e94\u7ae0\u8282\u90091<\/em>\uff09\u4e2d\u627e\u4e00\u627e\uff0c\u4f5c\u8005\u4e3b\u8981\u4f7f\u7528\u4e86\u54ea\u79cd<strong>\u805a\u7c7b\u7b97\u6cd5<\/strong>\u6765\u7ed9\u8fd9\u4e9b\u96c4\u7a57\u8fdb\u884c\u5206\u7ec4\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u7b97\u6cd5\u7684\u7279\u70b9\u662f\u201c\u6a21\u7cca\u201d\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u5728\u5206\u7c7b\u65f6\u4e0d\u662f\u7b80\u5355\u5730\u628a\u4e00\u4e2a\u96c4\u7a57100%\u5212\u5f52\u4e3aA\u7c7b\u6216B\u7c7b\uff0c\u800c\u662f\u4f1a\u7ed9\u51fa\u4e00\u4e2a\u6982\u7387\uff0c\u6bd4\u5982\u201c\u8fd9\u4e2a\u96c4\u7a57\u670970%\u7684\u53ef\u80fd\u662fNSS\u7c7b\u578b\uff0c\u670930%\u7684\u53ef\u80fd\u662fTST\u7c7b\u578b\u201d\u3002\u8fd9\u5f88\u7b26\u5408\u751f\u7269\u6027\u72b6\u7684\u590d\u6742\u6027\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6458\u8981\u8282\u90093<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0cNSS\u5206\u578b\u7684\u9884\u6d4b\u7cbe\u786e\u5ea6\u8fbe\u523067.7%\uff0c\u53ec\u56de\u738770.86%\uff0cTST\u5206\u578b\u7684\u9884\u6d4b\u7cbe\u786e\u5ea6\u8fbe\u523078.5%\uff0c\u53ec\u56de\u738774.05%<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u90a3\u4e48\uff0c\u8fd9\u4e2a\u201c\u770b\u5f62\u6001\u3001\u731c\u7c7b\u578b\u201d\u7684\u65b9\u6cd5\u6548\u679c\u5982\u4f55\u5462\uff1f\u8bf7\u4f60\u5728\u6458\u8981\u7684\u540c\u4e00\u6bb5\u843d\uff08<em>\u6458\u8981\u8282\u90093<\/em>\uff09\u627e\u4e00\u627e\uff0c\u5229\u752810\u4e2a\u8868\u578b\u53c2\u6570\u8fdb\u884c\u805a\u7c7b\u540e\uff0c\u6a21\u578b\u5bf9 <strong>NSS<\/strong> \u5206\u578b\u548c <strong>TST<\/strong> \u5206\u578b\u7684\u9884\u6d4b\u7cbe\u786e\u5ea6\u5206\u522b\u8fbe\u5230\u4e86\u591a\u5c11\uff1f\n<ul class=\"wp-block-list\">\n<li>NSS\u8fbe\u523067.7%\uff0cTST\u8fbe\u523078.5%<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u867d\u7136\u4e0d\u662f100%\uff0c\u4f46\u8fd9\u8bc1\u660e\u4e86\u4ec5\u901a\u8fc7\u96c4\u7a57\u7684\u5916\u90e8\u5f62\u6001\u6765\u9884\u6d4b\u5176\u57fa\u56e0\u7c7b\u578b\u662f<strong>\u6709\u53ef\u884c\u6027\u7684<\/strong>\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u4ef7\u503c\u7684\u53d1\u73b0\uff0c\u4e3a\u80b2\u79cd\u5bb6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5feb\u901f\u3001\u4f4e\u6210\u672c\u7684\u521d\u7b5b\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u5728\u5b8c\u6210\u4e86\u201c\u5206\u578b\u201d\u4e4b\u540e\uff0c\u4f5c\u8005\u5728\u7b2c6\u7ae0\u505a\u4e86\u66f4\u6df1\u5165\u7684\u5206\u6790\uff1a<strong>\u5173\u952e\u6027\u72b6\u57fa\u56e0\u6316\u6398<\/strong>\u3002\u4ed6\u5229\u7528\u4e86\u66f4\u5f3a\u5927\u7684 <strong>GWAS\uff08\u5168\u57fa\u56e0\u7ec4\u5173\u8054\u5206\u6790\uff09<\/strong> 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