{"id":87525,"date":"2026-07-30T14:33:02","date_gmt":"2026-07-30T06:33:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/87525.html"},"modified":"2026-07-30T14:33:02","modified_gmt":"2026-07-30T06:33:02","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e5%ad%a6%e4%b9%a0%e3%80%91miccai-2024-sgseg%ef%bc%9a%e9%80%9a%e8%bf%87%e8%87%aa%e5%bc%95%e5%af%bc%e6%9c%ba%e5%88%b6%e5%ae%9e%e7%8e%b0%e8%83%b8%e9%83%a8x%e5%85%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/87525.html","title":{"rendered":"\u3010\u8bba\u6587\u5b66\u4e60\u3011MICCAI 2024 || SGSeg\uff1a\u901a\u8fc7\u81ea\u5f15\u5bfc\u673a\u5236\u5b9e\u73b0\u80f8\u90e8X\u5149\u7247\u8bed\u8a00\u5f15\u5bfc\u5206\u5272\u7684\u65e0\u6587\u672c\u63a8\u7406"},"content":{"rendered":"<h3>SGSeg<\/h3>\n<p>Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidance<\/p>\n<h4>MICCAI 2024<\/h4>\n<h4>SGSeg&#xff1a;\u901a\u8fc7\u81ea\u5f15\u5bfc\u673a\u5236\u5b9e\u73b0\u80f8\u90e8X\u5149\u7247\u8bed\u8a00\u5f15\u5bfc\u5206\u5272\u7684\u65e0\u6587\u672c\u63a8\u7406<\/h4>\n<p>LViT\u3001LanGuideMedSeg\u7b49\u89c6\u89c9\u2014\u8bed\u8a00\u5206\u5272\u6a21\u578b\u540c\u65f6\u8f93\u5165&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u80f8\u90e8X\u5149\u56fe\u50cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u5e94\u7684\u533b\u5b66\u6587\u672c\u63cf\u8ff0\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6587\u672c\u53ef\u4ee5\u544a\u8bc9\u6a21\u578b\u75c5\u7076\u5927\u81f4\u4f4d\u4e8e\u5de6\u80ba\u3001\u53f3\u80ba\u3001\u4e0a\u90e8\u3001\u4e2d\u90e8\u6216\u4e0b\u90e8&#xff0c;\u56e0\u6b64\u80fd\u591f\u5e2e\u52a9\u6a21\u578b\u5b9a\u4f4d\u611f\u67d3\u533a\u57df\u3002<\/p>\n<p>\u4f46\u662f\u5b58\u5728\u4e00\u4e2a\u4e34\u5e8a\u6d41\u7a0b\u95ee\u9898&#xff1a;<\/p>\n<p>\u60a3\u8005\u62cd\u6444X\u5149\u7247<br \/>\n \u00a0 \u00a0  \u2193<br \/>\n\u533b\u751f\u89c2\u5bdf\u56fe\u50cf<br \/>\n \u00a0 \u00a0  \u2193<br \/>\n\u533b\u751f\u64b0\u5199\u62a5\u544a<\/p>\n<p>\u5f53\u533b\u751f\u8fd8\u6ca1\u6709\u5b8c\u6210\u8bca\u65ad\u62a5\u544a\u65f6&#xff0c;\u6a21\u578b\u5c31\u6ca1\u6709\u6587\u672c\u53ef\u4ee5\u4f7f\u7528\u3002\u56e0\u6b64&#xff0c;\u8981\u6c42\u6d4b\u8bd5\u9636\u6bb5\u8f93\u5165\u62a5\u544a&#xff0c;\u4f1a\u9650\u5236\u6a21\u578b\u5728\u4e34\u5e8a\u8f85\u52a9\u8bca\u65ad\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n<p>SGSeg\u63d0\u51fa\u7684\u89e3\u51b3\u529e\u6cd5\u662f&#xff1a;<\/p>\n<p>\u8bad\u7ec3\u9636\u6bb5&#xff1a;\u56fe\u50cf&#xff0b;\u771f\u5b9e\u6587\u672c \u2192 \u5b66\u4e60\u56fe\u6587\u5f15\u5bfc\u5206\u5272<br \/>\n\u6d4b\u8bd5\u9636\u6bb5&#xff1a;\u53ea\u6709\u56fe\u50cf \u2192 \u81ea\u52a8\u751f\u6210\u6587\u672c \u2192 \u6587\u672c\u518d\u5f15\u5bfc\u5206\u5272<\/p>\n<p>\u6240\u4ee5\u5b83\u79f0\u4e3a\u201cSelf-Guidance\u201d&#xff0c;\u5373\u6a21\u578b\u7528\u81ea\u5df1\u751f\u6210\u7684\u62a5\u544a\u6307\u5bfc\u81ea\u5df1\u8fdb\u884c\u5206\u5272\u3002<\/p>\n<p>SGSeg\u7684\u6574\u4f53\u6d41\u7a0b&#xff1a;<\/p>\n<p>SGSeg\u7531\u4e24\u4e2a\u4e3b\u8981\u90e8\u5206\u7ec4\u6210&#xff1a;<\/p>\n<li>\n<p>Language-guided U-Net&#xff1a;\u8bed\u8a00\u5f15\u5bfc\u7684\u5206\u5272\u7f51\u7edc&#xff1b;<\/p>\n<\/li>\n<li>\n<p>LERG&#xff1a;\u4f4d\u7f6e\u589e\u5f3a\u62a5\u544a\u751f\u6210\u6a21\u5757\u3002<\/p>\n<\/li>\n<p>\u8bad\u7ec3\u9636\u6bb5<\/p>\n<p>\u8bad\u7ec3\u65f6\u8f93\u5165\u80f8\u7247\u548c\u771f\u5b9e\u6587\u672c&#xff0c;\u4f8b\u5982&#xff1a;\u53cc\u4fa7\u80ba\u90e8\u611f\u67d3&#xff0c;\u5171\u67094\u4e2a\u611f\u67d3\u533a\u57df&#xff0c;\u4f4d\u4e8e\u5de6\u80ba\u4e0a\u3001\u4e2d\u3001\u4e0b\u90e8\u4ee5\u53ca\u53f3\u80ba\u4e0b\u90e8\u3002<\/p>\n<p>\u771f\u5b9e\u6587\u672c\u6709\u4e24\u4e2a\u7528\u9014&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8f93\u5165BERT&#xff0c;\u751f\u6210\u6587\u672c\u7279\u5f81&#xff0c;\u6307\u5bfc\u75c5\u7076\u5206\u5272&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u75c5\u7076\u4f4d\u7f6e\u4f2a\u6807\u7b7e&#xff0c;\u76d1\u7763\u62a5\u544a\u751f\u6210\u6a21\u5757\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6b64\u65f6\u6a21\u578b\u540c\u65f6\u5b66\u4e60&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5982\u4f55\u6839\u636e\u56fe\u50cf\u548c\u6587\u672c\u5206\u5272\u75c5\u7076&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u4ec5\u6839\u636e\u56fe\u50cf\u9884\u6d4b\u75c5\u7076\u4f4d\u7f6e\u5e76\u751f\u6210\u62a5\u544a\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u63a8\u7406\u9636\u6bb5<\/p>\n<p>\u6d4b\u8bd5\u65f6\u4e0d\u8f93\u5165\u771f\u5b9e\u62a5\u544a&#xff0c;\u53ea\u6709\u56fe\u50cf&#xff1a;<\/p>\n<p>\u80f8\u7247<br \/>\n \u2193<br \/>\nLERG\u9884\u6d4b\u75c5\u7076\u4f4d\u7f6e<br \/>\n \u2193<br \/>\n\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u62a5\u544a<br \/>\n \u2193<br \/>\nBERT\u63d0\u53d6\u751f\u6210\u6587\u672c\u7684\u7279\u5f81<br \/>\n \u2193<br \/>\n\u8bed\u8a00\u5f15\u5bfc\u5206\u5272\u7f51\u7edc<br \/>\n \u2193<br \/>\n\u75c5\u7076\u5206\u5272\u7ed3\u679c<\/p>\n<p>\u56e0\u6b64&#xff0c;\u201c\u65e0\u6587\u672c\u63a8\u7406\u201d\u7684\u51c6\u786e\u542b\u4e49\u662f&#xff1a;\u4e0d\u9700\u8981\u4ece\u5916\u90e8\u63d0\u4f9b\u771f\u5b9e\u6587\u672c&#xff0c;\u4f46\u6a21\u578b\u5185\u90e8\u4ecd\u7136\u4f1a\u751f\u6210\u6587\u672c&#xff0c;\u5e76\u4f7f\u7528\u751f\u6210\u6587\u672c\u5b8c\u6210\u5206\u5272\u3002<\/p>\n<p>Language-guided U-Net \u8fd9\u4e2a\u90e8\u5206\u8d1f\u8d23\u6700\u7ec8\u7684\u75c5\u7076\u5206\u5272&#xff1a;<\/p>\n<li>\n<p>\u56fe\u50cf\u7f16\u7801\u5668<\/p>\n<p>\u4f5c\u8005\u4f7f\u7528\u9884\u8bad\u7ec3\u7684ConvNeXt-T&#xff0c;\u628a\u8f93\u5165\u7684(224&#215;224)\u80f8\u7247\u9010\u5c42\u7f16\u7801\u6210\u591a\u5c3a\u5ea6\u89c6\u89c9\u7279\u5f81<\/p>\n<\/li>\n<li>\n<p>\u6587\u672c\u7f16\u7801\u5668<\/p>\n<p>\u4f7f\u7528\u533b\u5b66\u9886\u57df\u9884\u8bad\u7ec3\u7684BERT&#xff0c;\u5c06\u62a5\u544a\u8f6c\u5316\u4e3a\u6587\u672c\u7279\u5f81\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bed\u8a00\u5f15\u5bfc\u89e3\u7801\u5668<\/p>\n<p>\u4f5c\u8005\u91c7\u7528LanGuideMedSeg\u4e2d\u7684Guided Decoder&#xff0c;\u901a\u8fc7\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u5c06\u6587\u672c\u7279\u5f81\u4e0e\u89c6\u89c9\u7279\u5f81\u878d\u5408\u3002<\/p>\n<p>\u4f5c\u8005\u5bf9\u8bcd\u8bed\u6ce8\u610f\u529b\u8fdb\u884c\u4e86\u53ef\u89c6\u5316&#xff0c;\u53d1\u73b0\u4f4d\u7f6e\u8bcd\u83b7\u5f97\u4e86\u5f88\u9ad8\u7684\u6ce8\u610f\u529b\u3002\u56e0\u6b64&#xff0c;\u4ed6\u4eec\u8ba4\u4e3a&#xff1a;\u5728QaTa-COV19\u4e0a&#xff0c;\u6587\u672c\u5e2e\u52a9\u5206\u5272\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00&#xff0c;\u662f\u6587\u672c\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u75c5\u7076\u4f4d\u7f6e\u3002<\/p>\n<\/li>\n<p>LERG&#xff1a;\u4f4d\u7f6e\u589e\u5f3a\u62a5\u544a\u751f\u6210\u6a21\u5757<\/p>\n<p>\u5b83\u4e0d\u662f\u751f\u6210\u5b8c\u6574\u3001\u81ea\u7531\u5f62\u5f0f\u7684\u653e\u5c04\u5b66\u62a5\u544a&#xff0c;\u800c\u662f\u91cd\u70b9\u751f\u6210\u75c5\u7076\u4f4d\u7f6e\u63cf\u8ff0\u3002<\/p>\n<li>\n<p>\u516d\u4e2a\u4f4d\u7f6e\u533a\u57df<\/p>\n<p>\u4f5c\u8005\u628a\u4e24\u4fa7\u80ba\u90e8\u5212\u5206\u6210\u516d\u4e2a\u533a\u57df&#xff1a;\u5de6\u80ba\u4e0a\u90e8&#xff1b;\u5de6\u80ba\u4e2d\u90e8&#xff1b;\u5de6\u80ba\u4e0b\u90e8&#xff1b;\u53f3\u80ba\u4e0a\u90e8&#xff1b;\u53f3\u80ba\u4e2d\u90e8&#xff1b;\u53f3\u80ba\u4e0b\u90e8\u3002<\/p>\n<p>\u6a21\u578b\u5bf9\u6bcf\u4e2a\u533a\u57df\u8f93\u51faTrue\u6216False&#xff0c;\u5224\u65ad\u8be5\u533a\u57df\u662f\u5426\u5b58\u5728\u611f\u67d3\u3002\u7136\u540e\u5c06\u9884\u6d4b\u7ed3\u679c\u8f6c\u6362\u6210\u56fa\u5b9a\u683c\u5f0f\u7684\u6587\u672c&#xff0c;\u4f8b\u5982&#xff1a;\u53cc\u4fa7\u80ba\u90e8\u611f\u67d3&#xff0c;\u5171\u67094\u4e2a\u611f\u67d3\u533a\u57df&#xff0c;\u4f4d\u4e8e\u5de6\u80ba\u4e0a\u3001\u4e2d\u3001\u4e0b\u90e8\u548c\u53f3\u80ba\u4e0b\u90e8\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f4d\u7f6e\u4f2a\u6807\u7b7e\u63d0\u53d6<\/p>\n<p>QaTa-COV19\u6ca1\u6709\u4e3a\u6bcf\u4e2a\u80ba\u533a\u63d0\u4f9b\u5355\u72ec\u7684\u4f4d\u7f6e\u5206\u7c7b\u6807\u7b7e&#xff0c;\u53ea\u6709\u6587\u672c\u62a5\u544a\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4f5c\u8005\u4f7f\u7528&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u533b\u5b66BERT\u7f16\u7801\u62a5\u544a&#xff1b;<\/p>\n<\/li>\n<li>\n<p>HDBSCAN\u805a\u7c7b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4ece\u62a5\u544a\u4e2d\u63d0\u53d6\u4f4d\u7f6e\u76f8\u5173\u7684\u4f2a\u6807\u7b7e\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u4f2a\u6807\u7b7e\u4f5c\u4e3a\u5f31\u76d1\u7763\u4fe1\u53f7&#xff0c;\u8bad\u7ec3LERG\u5224\u65ad\u516d\u4e2a\u80ba\u533a\u662f\u5426\u5b58\u5728\u611f\u67d3\u3002<\/p>\n<\/li>\n<li>\n<p>\u76ee\u6807\u89e3\u7801\u5668<\/p>\n<p>LERG\u53c2\u8003RT-DETR\u7ed3\u6784&#xff0c;\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\n<p>ResNet-50\u89c6\u89c9\u9aa8\u5e72&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8de8\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u6a21\u5757&#xff1b;<\/p>\n<\/li>\n<li>\n<p>Object Decoder\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5b83\u4ece\u56fe\u50cf\u4e2d\u4ea7\u751f\u4e00\u7ec4\u76ee\u6807\u67e5\u8be2&#xff0c;\u5c1d\u8bd5\u5b9a\u4f4d\u611f\u67d3\u533a\u57df\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f4d\u7f6e\u6ce8\u610f\u529b\u805a\u5408\u5668<\/p>\n<p>\u76ee\u6807\u89e3\u7801\u5668\u4f1a\u751f\u6210\u5f88\u591a\u9884\u6d4b&#xff0c;\u4f46\u5176\u4e2d\u5927\u90e8\u5206\u53ef\u80fd\u662f\u201c\u65e0\u76ee\u6807\u201d&#xff0c;\u53ea\u6709\u5c11\u91cf\u9884\u6d4b\u771f\u6b63\u5305\u542b\u75c5\u7076\u4f4d\u7f6e\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4f5c\u8005\u8bbe\u8ba1\u4f4d\u7f6e\u6ce8\u610f\u529b\u805a\u5408\u5668&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e3a\u6bcf\u4e2a\u4f4d\u7f6e\u5efa\u7acb\u4e00\u4e2a\u67e5\u8be2\u5411\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u8be5\u4f4d\u7f6e\u4e0e\u6240\u6709\u76ee\u6807\u9884\u6d4b\u7684\u76f8\u5173\u6027&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u76f8\u5173\u9884\u6d4b\u8fdb\u884c\u52a0\u6743\u805a\u5408&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f97\u5230\u516d\u4e2a\u4f4d\u7f6e\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e00\u6b65\u7684\u4f5c\u7528\u662f\u4ece\u5927\u91cf\u7a00\u758f\u76ee\u6807\u67e5\u8be2\u4e2d&#xff0c;\u63d0\u53d6\u771f\u6b63\u6709\u7528\u7684\u75c5\u7076\u4f4d\u7f6e\u7279\u5f81\u3002<\/p>\n<\/li>\n<p>\u8bba\u6587\u53ea\u4f7f\u7528\u4e86QaTa-COV19\u6570\u636e\u96c6&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bad\u7ec3\u96c6&#xff1a;5716\u5f20&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9a8c\u8bc1\u96c6&#xff1a;1429\u5f20&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u96c6&#xff1a;2113\u5f20\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f5c\u8005\u8fd8\u4fee\u6b63\u4e86\u7ea64%\u7684\u9519\u8bef\u6587\u672c\u3001\u62fc\u5199\u9519\u8bef\u548c\u6a21\u7cca\u63cf\u8ff0\u3002<\/p>\n<table>\n<tr>\u65b9\u6cd5\u63a8\u7406\u8f93\u5165AccuracyDiceJaccard<\/tr>\n<tbody>\n<tr>\n<td>U-Net<\/td>\n<td>\u56fe\u50cf<\/td>\n<td>0.945<\/td>\n<td>0.819<\/td>\n<td>0.692<\/td>\n<\/tr>\n<tr>\n<td>U-Net&#043;&#043;<\/td>\n<td>\u56fe\u50cf<\/td>\n<td>0.947<\/td>\n<td>0.823<\/td>\n<td>0.706<\/td>\n<\/tr>\n<tr>\n<td>Swin U-Net<\/td>\n<td>\u56fe\u50cf<\/td>\n<td>0.950<\/td>\n<td>0.832<\/td>\n<td>0.724<\/td>\n<\/tr>\n<tr>\n<td>SGSeg<\/td>\n<td>\u53ea\u9700\u56fe\u50cf<\/td>\n<td>0.971<\/td>\n<td>0.874<\/td>\n<td>0.778<\/td>\n<\/tr>\n<tr>\n<td>LViT<\/td>\n<td>\u56fe\u50cf&#xff0b;\u771f\u5b9e\u6587\u672c<\/td>\n<td>0.962<\/td>\n<td>0.837<\/td>\n<td>0.751<\/td>\n<\/tr>\n<tr>\n<td>LanGuideMedSeg<\/td>\n<td>\u56fe\u50cf&#xff0b;\u771f\u5b9e\u6587\u672c<\/td>\n<td>0.975<\/td>\n<td>0.898<\/td>\n<td>0.815<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table>\n<tr>\u8bbe\u7f6eDiceJaccard<\/tr>\n<tbody>\n<tr>\n<td>\u4e0d\u4f7f\u7528\u6587\u672c<\/td>\n<td>0.846<\/td>\n<td>0.725<\/td>\n<\/tr>\n<tr>\n<td>CLIP\u89c6\u89c9\u2014\u8bed\u8a00\u9884\u8bad\u7ec3<\/td>\n<td>0.850<\/td>\n<td>0.740<\/td>\n<\/tr>\n<tr>\n<td>\u7b80\u5355\u62a5\u544a\u751f\u6210<\/td>\n<td>0.861<\/td>\n<td>0.759<\/td>\n<\/tr>\n<tr>\n<td>\u5f31\u76d1\u7763LERG<\/td>\n<td>0.874<\/td>\n<td>0.778<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528\u771f\u5b9e\u6587\u672c<\/td>\n<td>0.890<\/td>\n<td>0.797<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u6458\u8981<\/h4>\n<p>\u80f8\u90e8X\u5149\u56fe\u50cf\u4e2d\u7684\u611f\u67d3\u533a\u57df\u5206\u5272&#xff0c;\u5bf9\u4e8e\u51c6\u786e\u52fe\u753b\u80ba\u90e8\u7ed3\u6784\u548c\u75c5\u7406\u5f02\u5e38\u533a\u57df\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u8fd1\u5e74\u6765&#xff0c;\u591a\u6a21\u6001\u8bed\u8a00\u5f15\u5bfc\u7684\u56fe\u50cf\u5206\u5272\u65b9\u6cd5\u9010\u6e10\u6210\u4e3a\u80f8\u90e8X\u5149\u56fe\u50cf\u5206\u6790\u4e2d\u4e00\u79cd\u5177\u6709\u6f5c\u529b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u7c7b\u65b9\u6cd5\u5c06\u63cf\u8ff0\u56fe\u50cf\u8bca\u65ad\u7ed3\u679c\u7684\u4e34\u5e8a\u6587\u672c\u62a5\u544a\u4f5c\u4e3a\u8f85\u52a9\u4fe1\u606f&#xff0c;\u7528\u4e8e\u6307\u5bfc\u56fe\u50cf\u5206\u5272\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u73b0\u6709\u7684\u8bed\u8a00\u5f15\u5bfc\u65b9\u6cd5\u8981\u6c42\u5728\u63a8\u7406\u65f6\u540c\u65f6\u8f93\u5165\u56fe\u50cf\u548c\u5bf9\u5e94\u7684\u4e34\u5e8a\u62a5\u544a\u3002\u56e0\u6b64&#xff0c;\u5b83\u4eec\u5e76\u4e0d\u9002\u5408\u5e94\u7528\u4e8e\u4e34\u5e8a\u51b3\u7b56\u652f\u6301\u573a\u666f\u4e0b\u7684\u56fe\u50cf\u5206\u5272&#xff0c;\u800c\u4e3b\u8981\u5c40\u9650\u4e8e\u533b\u751f\u5b8c\u6210\u4e34\u5e8a\u62a5\u544a\u540e\u7684\u56de\u987e\u6027\u56fe\u50cf\u5206\u6790\u3002<\/p>\n<p>\u5728\u672c\u7814\u7a76\u4e2d&#xff0c;\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u81ea\u5f15\u5bfc\u5206\u5272\u6846\u67b6SGSeg\u3002\u8be5\u6846\u67b6\u5728\u8bad\u7ec3\u9636\u6bb5\u5229\u7528\u8bed\u8a00\u4fe1\u606f\u8fdb\u884c\u591a\u6a21\u6001\u8bad\u7ec3&#xff0c;\u540c\u65f6\u5728\u63a8\u7406\u9636\u6bb5\u5b9e\u73b0\u4e0d\u9700\u8981\u5916\u90e8\u6587\u672c\u8f93\u5165\u7684\u5355\u6a21\u6001\u63a8\u7406\u3002\u636e\u4f5c\u8005\u6240\u8ff0&#xff0c;\u8fd9\u662f\u9996\u4e2a\u80fd\u591f\u5728\u8bed\u8a00\u5f15\u5bfc\u5206\u5272\u4e2d\u5b9e\u73b0\u65e0\u6587\u672c\u63a8\u7406\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u6211\u4eec\u5229\u7528\u6587\u672c\u62a5\u544a\u4e2d\u5305\u542b\u7684\u80ba\u90e8\u7ed3\u6784\u548c\u75c5\u7406\u533a\u57df\u7684\u91cd\u8981\u4f4d\u7f6e\u4fe1\u606f&#xff0c;\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u4f4d\u7f6e\u589e\u5f3a\u62a5\u544a\u751f\u6210\u6a21\u5757&#xff0c;\u5373LERG&#xff0c;\u7528\u4e8e\u81ea\u52a8\u751f\u6210\u4e34\u5e8a\u62a5\u544a&#xff0c;\u5e76\u4ee5\u751f\u6210\u7684\u62a5\u544a\u4f5c\u4e3a\u6a21\u578b\u7684\u81ea\u5f15\u5bfc\u4fe1\u606f\u3002<\/p>\n<p>LERG\u7531\u4ee5\u4e0b\u90e8\u5206\u7ec4\u6210&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u76ee\u6807\u68c0\u6d4b\u5668&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8e\u4f4d\u7f6e\u7684\u6ce8\u610f\u529b\u805a\u5408\u5668&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f4d\u7f6e\u611f\u77e5\u4f2a\u6807\u7b7e\u63d0\u53d6\u6a21\u5757\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5176\u4e2d&#xff0c;\u4f4d\u7f6e\u611f\u77e5\u4f2a\u6807\u7b7e\u63d0\u53d6\u6a21\u5757\u4e3aLERG\u63d0\u4f9b\u5f31\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p>\u5728\u5177\u6709\u4ee3\u8868\u6027\u7684QaTa-COV19\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u7684\u5927\u91cf\u5b9e\u9a8c\u8868\u660e&#xff0c;SGSeg\u7684\u6027\u80fd\u4f18\u4e8e\u73b0\u6709\u7684\u5355\u6a21\u6001\u5206\u5272\u65b9\u6cd5&#xff0c;\u5e76\u4e14\u63a5\u8fd1\u5f53\u524d\u5148\u8fdb\u7684\u591a\u6a21\u6001\u8bed\u8a00\u5f15\u5bfc\u5206\u5272\u65b9\u6cd5\u3002<\/p>\n<h4>\u56fe\u4e00<\/h4>\n<p>\u56fe1. \u6240\u63d0\u51fa\u7684SGSeg\u6846\u67b6\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784&#xff1a;\u84dd\u8272\u90e8\u5206\u4ee3\u8868\u8bed\u8a00\u5f15\u5bfc\u578bU-Net&#xff0c;\u7c89\u8272\u90e8\u5206\u8868\u793a\u589e\u5f3a\u5b9a\u4f4d\u529f\u80fd\u7684\u62a5\u544a\u751f\u6210\u6d41\u7a0b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"738\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730063300-6a6af01c00c8b.png\" width=\"1420\" \/><\/p>\n<p>\u8bad\u7ec3\u65f6\u4f7f\u7528\u771f\u5b9e\u533b\u5b66\u6587\u672c&#xff0c;\u6d4b\u8bd5\u65f6\u53ea\u8f93\u5165\u80f8\u7247&#xff0c;\u7531\u6a21\u578b\u81ea\u5df1\u751f\u6210\u6587\u672c&#xff0c;\u518d\u6307\u5bfc\u75c5\u7076\u5206\u5272\u3002<\/p>\n<p>\u6574\u4e2a\u6846\u67b6\u5206\u4e3a\u4e24\u90e8\u5206&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u84dd\u8272&#xff1a;\u8bed\u8a00\u5f15\u5bfc\u578bU-Net&#xff0c;\u8d1f\u8d23\u8f93\u51fa\u75c5\u7076\u5206\u5272\u63a9\u7801&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7c89\u8272&#xff1a;\u4f4d\u7f6e\u589e\u5f3a\u62a5\u544a\u751f\u6210\u6a21\u5757LERG&#xff0c;\u8d1f\u8d23\u6839\u636e\u56fe\u50cf\u751f\u6210\u4f4d\u7f6e\u63cf\u8ff0\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8bad\u7ec3\u9636\u6bb5 \u8bad\u7ec3\u65f6\u540c\u65f6\u8f93\u5165&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u80f8\u90e8X\u5149\u56fe\u50cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u771f\u5b9e\u6587\u672c\u62a5\u544a\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u771f\u5b9e\u6587\u672c\u5728\u8bad\u7ec3\u9636\u6bb5\u6709\u4e24\u4e2a\u7528\u9014\u3002<\/p>\n<p>\u7528\u90141&#xff1a;\u6307\u5bfc\u75c5\u7076\u5206\u5272<\/p>\n<p>\u771f\u5b9e\u6587\u672c\u7ecf\u8fc7Text Embedding\u6587\u672c\u7f16\u7801\u5668&#xff0c;\u8f6c\u6362\u6210\u6587\u672c\u7279\u5f81\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6&#xff0c;\u56fe\u50cf\u8fdb\u5165\u84dd\u8272\u56fe\u50cf\u7f16\u7801\u5668&#xff0c;\u63d0\u53d6\u4eceL1\u5230L5\u7684\u591a\u5c3a\u5ea6\u89c6\u89c9\u7279\u5f81&#xff1a;<\/p>\n<ul>\n<li>\n<p>L1\u3001L2&#xff1a;\u8f83\u6d45\u5c42\u7684\u8fb9\u7f18\u548c\u7eb9\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>L3\u3001L4&#xff1a;\u75c5\u7076\u5f62\u72b6\u548c\u5c40\u90e8\u7ed3\u6784&#xff1b;<\/p>\n<\/li>\n<li>\n<p>L5&#xff1a;\u9ad8\u7ea7\u75c5\u7406\u8bed\u4e49\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u89e3\u7801\u5668\u9010\u5c42\u6062\u590d\u56fe\u50cf\u5206\u8fa8\u7387&#xff0c;\u5e76\u901a\u8fc7\u8df3\u8dc3\u8fde\u63a5\u4f7f\u7528L1\u2014L4\u89c6\u89c9\u7279\u5f81\u3002\u6587\u672c\u7279\u5f81\u5219\u4e3a\u89e3\u7801\u8fc7\u7a0b\u63d0\u4f9b\u75c5\u7076\u4f4d\u7f6e\u6307\u5bfc&#xff0c;\u6700\u540e\u8f93\u51faPredicted Mask&#xff0c;\u5373\u9884\u6d4b\u7684\u611f\u67d3\u533a\u57df\u63a9\u7801\u3002<\/p>\n<p>\u84dd\u8272\u5206\u652f\u53ef\u4ee5\u6982\u62ec\u4e3a&#xff1a;<\/p>\n<p>\u80f8\u7247 \u2192 \u56fe\u50cf\u7f16\u7801\u5668 \u2192 \u591a\u5c3a\u5ea6\u89c6\u89c9\u7279\u5f81<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193<br \/>\n\u771f\u5b9e\u6587\u672c \u2192 \u6587\u672c\u7f16\u7801\u5668 \u2192 \u8bed\u8a00\u5f15\u5bfc\u89e3\u7801\u5668<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  \u75c5\u7076\u63a9\u7801<\/p>\n<p>\u7528\u90142&#xff1a;\u76d1\u7763\u62a5\u544a\u751f\u6210\u6a21\u5757<\/p>\n<p>\u771f\u5b9e\u6587\u672c\u8fd8\u4f1a\u8fdb\u5165Pseudo Label Extraction&#xff0c;\u5373\u4f2a\u6807\u7b7e\u63d0\u53d6\u6a21\u5757\u3002<\/p>\n<p>\u4f5c\u8005\u5229\u7528HDBSCAN\u4ece\u62a5\u544a\u4e2d\u63d0\u53d6\u516d\u4e2a\u4f4d\u7f6e\u6807\u7b7e&#xff1a;<\/p>\n<table>\n<tr>\u80ba\u90e8\u533a\u57df\u662f\u5426\u5b58\u5728\u611f\u67d3<\/tr>\n<tbody>\n<tr>\n<td>\u5de6\u80ba\u4e0a\u90e8<\/td>\n<td>True\/False<\/td>\n<\/tr>\n<tr>\n<td>\u5de6\u80ba\u4e2d\u90e8<\/td>\n<td>True\/False<\/td>\n<\/tr>\n<tr>\n<td>\u5de6\u80ba\u4e0b\u90e8<\/td>\n<td>True\/False<\/td>\n<\/tr>\n<tr>\n<td>\u53f3\u80ba\u4e0a\u90e8<\/td>\n<td>True\/False<\/td>\n<\/tr>\n<tr>\n<td>\u53f3\u80ba\u4e2d\u90e8<\/td>\n<td>True\/False<\/td>\n<\/tr>\n<tr>\n<td>\u53f3\u80ba\u4e0b\u90e8<\/td>\n<td>True\/False<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u6807\u7b7e\u5e76\u4e0d\u662f\u4eba\u5de5\u5355\u72ec\u6807\u6ce8\u7684&#xff0c;\u800c\u662f\u4ece\u6587\u672c\u62a5\u544a\u4e2d\u81ea\u52a8\u63d0\u53d6\u7684&#xff0c;\u6240\u4ee5\u79f0\u4e3a\u201c\u4f2a\u6807\u7b7e\u201d\u3002<\/p>\n<p>\u4f2a\u6807\u7b7e\u7528\u6765\u5f31\u76d1\u7763\u7c89\u8272\u62a5\u544a\u751f\u6210\u5206\u652f\u5b66\u4e60&#xff1a;\u5982\u4f55\u4ec5\u6839\u636e\u80f8\u7247\u5224\u65ad\u75c5\u7076\u4f4d\u4e8e\u54ea\u4e9b\u80ba\u90e8\u533a\u57df\u3002<\/p>\n<p>\u7c89\u8272\u90e8\u5206\u4ece\u53f3\u5411\u5de6\u5904\u7406\u3002<\/p>\n<li>\n<p>Image Encoder&#xff1a;\u8f93\u5165\u80f8\u7247\u9996\u5148\u7ecf\u8fc7\u72ec\u7acb\u7684\u56fe\u50cf\u7f16\u7801\u5668&#xff0c;\u63d0\u53d6\u89c6\u89c9\u7279\u5f81\u3002<\/p>\n<\/li>\n<li>\n<p>Object Decoder&#xff1a;\u53c2\u8003\u76ee\u6807\u68c0\u6d4b\u6a21\u578b&#xff0c;\u4ece\u89c6\u89c9\u7279\u5f81\u4e2d\u4ea7\u751f\u4e00\u7ec4Object Queries\u3002<\/p>\n<p>\u6bcf\u4e2a\u5c0f\u65b9\u6846\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u4e2a\u5019\u9009\u76ee\u6807\u7279\u5f81&#xff0c;\u4f46\u5176\u4e2d&#xff1a;\u4e00\u90e8\u5206\u53ef\u80fd\u5bf9\u5e94\u771f\u5b9e\u75c5\u7076&#xff1b;\u5927\u90e8\u5206\u53ef\u80fd\u662f\u80cc\u666f\u6216\u65e0\u6548\u5019\u9009<\/p>\n<\/li>\n<li>\n<p>Attention Aggregator&#xff1a;\u6ce8\u610f\u529b\u805a\u5408\u5668\u4ece\u5927\u91cf\u5019\u9009\u76ee\u6807\u4e2d\u7b5b\u9009\u548c\u6c47\u603b\u4e0e\u80ba\u90e8\u4f4d\u7f6e\u76f8\u5173\u7684\u7279\u5f81\u3002<\/p>\n<p>\u5b83\u9488\u5bf9\u5de6\u3001\u53f3\u80ba\u7684\u4e0a\u3001\u4e2d\u3001\u4e0b\u516d\u4e2a\u533a\u57df&#xff0c;\u5206\u522b\u805a\u5408\u6700\u76f8\u5173\u7684\u76ee\u6807\u4fe1\u606f&#xff0c;\u907f\u514d\u65e0\u6548\u5019\u9009\u5f71\u54cd\u4f4d\u7f6e\u5224\u65ad\u3002<\/p>\n<\/li>\n<li>\n<p>\u516d\u4e2a\u4f4d\u7f6e\u9884\u6d4b&#xff1a;<\/p>\n<p>\u805a\u5408\u540e\u7684\u7279\u5f81\u7528\u4e8e\u9884\u6d4b\u516d\u4e2a\u533a\u57df\u7684True\/False&#xff1a;<\/p>\n<p>\u5de6\u80ba&#xff1a;\u4e0a\u90e8\u3001\u4e2d\u90e8\u3001\u4e0b\u90e8<br \/>\n\u53f3\u80ba&#xff1a;\u4e0a\u90e8\u3001\u4e2d\u90e8\u3001\u4e0b\u90e8<\/p>\n<p>\u8bad\u7ec3\u65f6&#xff0c;\u8fd9\u4e9b\u9884\u6d4b\u7531\u524d\u9762\u4ece\u771f\u5b9e\u62a5\u544a\u4e2d\u63d0\u53d6\u7684\u4f2a\u6807\u7b7e\u76d1\u7763\u3002\u56e0\u6b64\u56fe\u4e2d\u7528\u201cWeakly Supervise\u201d\u8868\u793a\u5f31\u76d1\u7763\u3002<\/p>\n<\/li>\n<li>\n<p>Text Generation&#xff1a;<\/p>\n<\/li>\n<li>\n<p>\u628a\u516d\u4e2a\u4f4d\u7f6e\u9884\u6d4b\u8f6c\u6362\u6210\u56fa\u5b9a\u683c\u5f0f\u7684\u62a5\u544a\u3002<\/p>\n<p>\u4f8b\u5982\u9884\u6d4b\u7ed3\u679c\u4e3a&#xff1a;<\/p>\n<p>\u5de6\u80ba\u4e0a\u90e8&#xff1a;True<br \/>\n\u5de6\u80ba\u4e2d\u90e8&#xff1a;True<br \/>\n\u5de6\u80ba\u4e0b\u90e8&#xff1a;True<br \/>\n\u53f3\u80ba\u4e0b\u90e8&#xff1a;True<\/p>\n<p>\u5c31\u53ef\u4ee5\u751f\u6210&#xff1a;\u53cc\u4fa7\u80ba\u90e8\u611f\u67d3&#xff0c;\u5171\u67094\u4e2a\u611f\u67d3\u533a\u57df&#xff0c;\u5206\u522b\u4f4d\u4e8e\u5de6\u80ba\u4e0a\u3001\u4e2d\u3001\u4e0b\u90e8\u548c\u53f3\u80ba\u4e0b\u90e8\u3002<\/p>\n<\/li>\n<p>\u63a8\u7406\u9636\u6bb5<\/p>\n<p>\u6d4b\u8bd5\u65f6\u6ca1\u6709\u771f\u5b9e\u533b\u5b66\u62a5\u544a&#xff0c;\u53ea\u6709\u80f8\u7247\u3002<\/p>\n<p>\u5904\u7406\u8fc7\u7a0b\u53d8\u6210&#xff1a;<\/p>\n<p>\u80f8\u7247<br \/>\n \u2193<br \/>\n\u7c89\u8272LERG\u6a21\u5757<br \/>\n \u2193<br \/>\n\u9884\u6d4b\u516d\u4e2a\u80ba\u90e8\u533a\u57df\u662f\u5426\u611f\u67d3<br \/>\n \u2193<br \/>\n\u81ea\u52a8\u751f\u6210\u4f4d\u7f6e\u6587\u672c<br \/>\n \u2193<br \/>\n\u6587\u672c\u7f16\u7801\u5668<br \/>\n \u2193<br \/>\n\u751f\u6210\u7684\u6587\u672c\u6307\u5bfc\u84dd\u8272U-Net<br \/>\n \u2193<br \/>\n\u75c5\u7076\u5206\u5272\u63a9\u7801<\/p>\n<p>\u56e0\u6b64&#xff0c;\u63a8\u7406\u9636\u6bb5\u84dd\u8272\u5206\u5272\u7f51\u7edc\u63a5\u6536\u7684\u4e0d\u662f\u533b\u751f\u5199\u7684\u771f\u5b9e\u62a5\u544a&#xff0c;\u800c\u662f\u7c89\u8272\u6a21\u5757\u751f\u6210\u7684Predicted Text\u3002<\/p>\n<h4>\u56fe\u4e8c<\/h4>\n<p>\u56fe 2. \u8bcd\u8bed\u91cd\u8981\u6027\u793a\u610f\u56fe&#xff0c;\u5c55\u793a\u4e86\u62a5\u544a\u4e2d\u6bcf\u4e2a\u8bcd\u5143\u7684\u6ce8\u610f\u529b\u6743\u91cd\u5206\u5e03<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"80\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730063300-6a6af01c5b72c.png\" width=\"894\" \/><\/p>\n<p>\u5728\u56fe\u50cf\u4e0e\u6587\u672c\u8fdb\u884c\u8de8\u6a21\u6001\u878d\u5408\u65f6&#xff0c;\u6a21\u578b\u5bf9\u62a5\u544a\u4e2d\u6bcf\u4e2a\u8bcd\u5143\u5206\u914d\u4e86\u591a\u5927\u7684\u6ce8\u610f\u529b\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u5728QaTa-COV19\u7684\u8bed\u8a00\u5f15\u5bfc\u5206\u5272\u4e2d&#xff0c;\u6a21\u578b\u91cd\u70b9\u5229\u7528\u7684\u662f\u6587\u672c\u4e2d\u7684\u75c5\u7076\u4f4d\u7f6e\u63cf\u8ff0&#xff0c;\u800c\u4e0d\u662f\u201c\u80ba\u90e8\u611f\u67d3\u201d\u7b49\u4e00\u822c\u8bca\u65ad\u8bcd\u3002<\/p>\n<p>\u4f5c\u8005\u901a\u8fc7\u8fd9\u5f20\u56fe\u5f97\u51fa&#xff1a;\u533b\u5b66\u62a5\u544a\u5bf9\u5206\u5272\u7684\u4e3b\u8981\u5e2e\u52a9\u4e4b\u4e00&#xff0c;\u662f\u63d0\u4f9b\u4e86\u75c5\u7076\u7684\u4f4d\u7f6e\u8bed\u4e49\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;SGSeg\u6ca1\u6709\u5c1d\u8bd5\u751f\u6210\u590d\u6742\u5b8c\u6574\u7684\u4e34\u5e8a\u62a5\u544a&#xff0c;\u800c\u662f\u8bbe\u8ba1LERG\u6a21\u5757&#xff0c;\u91cd\u70b9\u9884\u6d4b\u516d\u4e2a\u4f4d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5de6\u80ba\u4e0a\u3001\u4e2d\u3001\u4e0b\u90e8&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53f3\u80ba\u4e0a\u3001\u4e2d\u3001\u4e0b\u90e8\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u518d\u5c06\u4f4d\u7f6e\u9884\u6d4b\u7ec4\u5408\u6210\u7ed3\u6784\u5316\u6587\u672c&#xff0c;\u7528\u5b83\u6307\u5bfc\u5206\u5272\u3002<\/p>\n<p>\u4f4d\u7f6e\u8bcd\u5177\u6709\u8f83\u9ad8\u6ce8\u610f\u529b<br \/>\n \u00a0 \u00a0 \u00a0  \u2193<br \/>\n\u4f4d\u7f6e\u63cf\u8ff0\u5bf9\u5206\u5272\u5f88\u91cd\u8981<br \/>\n \u00a0 \u00a0 \u00a0  \u2193<br \/>\n\u6839\u636e\u56fe\u50cf\u9884\u6d4b\u516d\u4e2a\u80ba\u533a\u662f\u5426\u611f\u67d3<br \/>\n \u00a0 \u00a0 \u00a0  \u2193<br \/>\n\u751f\u6210\u4f4d\u7f6e\u578b\u62a5\u544a<br \/>\n \u00a0 \u00a0 \u00a0  \u2193<br \/>\n\u7528\u751f\u6210\u62a5\u544a\u6307\u5bfc\u75c5\u7076\u5206\u5272<\/p>\n<h4>\u8868\u4e00<\/h4>\n<p>\u88681. \u6211\u4eec\u7684SGSeg\u4e0e\u73b0\u6709\u5355\u6a21\u6001\u53ca\u591a\u6a21\u6001\u5206\u5272\u65b9\u6cd5\u5728QaTa-COV19\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83\u3002\u5355\u6a21\u6001\u4e0e\u591a\u6a21\u6001\u65b9\u6cd5\u7684\u6700\u4f73\u7ed3\u679c\u5df2\u7528\u4e0b\u5212\u7ebf\u6807\u51fa&#xff1b;\u6211\u4eec\u7684SGSeg\u7ed3\u679c\u4ee5\u7c97\u4f53\u663e\u793a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"250\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730063300-6a6af01c6ed34.png\" width=\"698\" 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