{"id":65889,"date":"2026-01-25T21:09:17","date_gmt":"2026-01-25T13:09:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/65889.html"},"modified":"2026-01-25T21:09:17","modified_gmt":"2026-01-25T13:09:17","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e5%ad%a6%e4%b9%a0%e3%80%91%e9%87%8d%e6%96%b0%e5%ae%a1%e8%a7%86%e9%9d%a2%e5%90%91%e6%8c%81%e7%bb%ad%e5%9b%be%e5%83%8f%e5%88%86%e5%89%b2%e7%9a%84%e5%9f%ba%e4%ba%8e%e6%9f%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/65889.html","title":{"rendered":"\u3010\u8bba\u6587\u5b66\u4e60\u3011\u91cd\u65b0\u5ba1\u89c6\u9762\u5411\u6301\u7eed\u56fe\u50cf\u5206\u5272\u7684\u57fa\u4e8e\u67e5\u8be2\u7684 Transformer || \u7528\u4e8e\u4e8c\u5206\u7c7b\u56fe\u50cf\u5206\u5272\u7684\u591a\u89c6\u56fe\u805a\u5408\u7f51\u7edc"},"content":{"rendered":"<p>Rethinking Query-based Transformer for Continual Image Segmentation<\/p>\n<h3 style=\"background-color:transparent\"><span style=\"color:#0f4761\"><span 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style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e32<\/span><\/span><\/h5>\n<p>\u4e3a\u5229\u7528\u57fa\u4e8e\u67e5\u8be2\u7684\u00a0Transformer \u6240\u5177\u5907\u7684\u5185\u7f6e\u76ee\u6807\u611f\u77e5\u80fd\u529b\u00a0\u2014\u2014 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\u7684\u53c2\u6570&#xff08;\u4e0d\u66f4\u65b0&#xff09;&#xff0c;\u53ea\u8bad\u7ec3\u00a0B \u7684\u53c2\u6570\u00a0\u2014\u2014 \u8fd9\u6837\u5b66\u65b0\u7c7b\u65f6&#xff0c;\u4e0d\u4f1a\u7834\u574f\u00a0A \u7684\u00a0\u201c\u627e\u8f6e\u5ed3\u201d\u00a0\u80fd\u529b&#xff0c;\u786e\u4fdd\u65e7\u7c7b\u7684\u63a9\u7801\u5019\u9009\u533a\u57df\u4e0d\u4f1a\u88ab\u9057\u5fd8\u3002<\/li>\n<h5><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e33<\/span><\/span><\/h5>\n<p>\u4f46\u672c\u7814\u7a76\u53d1\u73b0&#xff0c;\u8fd9\u7c7b\u89e3\u8026\u6846\u67b6\u5b58\u5728\u4e24\u5927\u6838\u5fc3\u95ee\u9898&#xff1a;\u6a21\u578b\u53ef\u5851\u6027\u4e27\u5931&#xff0c;\u4ee5\u53ca\u5bf9\u8f93\u5165\u6570\u636e\u987a\u5e8f\u9ad8\u5ea6\u4f9d\u8d56\u3002<\/p>\n<p>\u6a21\u578b\u53ef\u5851\u6027\u4e27\u5931&#xff1a;\u5b66\u4e86\u65b0\u7c7b&#xff0c;\u4e22\u4e86\u00a0\u201c\u5b66\u4e60\u80fd\u529b\u201d<\/p>\n<p>\u53ef\u5851\u6027&#xff1a;\u6a21\u578b\u66f4\u65b0\u81ea\u8eab\u53c2\u6570\u3001\u9002\u914d\u65b0\u7c7b\u522b&#xff08;\u6bd4\u5982\u5148\u5b66\u00a0\u201c\u732b\u201d&#xff0c;\u518d\u5b66\u00a0\u201c\u72d7\u201d\u00a0\u65f6\u80fd\u5feb\u901f\u638c\u63e1\u00a0\u201c\u72d7\u201d\u00a0\u7684\u5206\u5272\u903b\u8f91&#xff09;\u7684\u80fd\u529b&#xff0c;\u662f\u00a0CIS \u7684\u6838\u5fc3\u8981\u6c42\u4e4b\u4e00\u3002<\/p>\n<p>\u89e3\u8026\u6846\u67b6\u7684\u95ee\u9898&#xff1a;\u4e3a\u4e86\u4fdd\u4f4f\u00a0\u201c\u751f\u6210\u63a9\u7801\u5019\u9009\u533a\u57df\u201d\u00a0\u7684\u65e7\u80fd\u529b&#xff0c;\u5b83\u4f1a\u51bb\u7ed3\u63a9\u7801\u751f\u6210\u6a21\u5757\u7684\u53c2\u6570\u3002\u4f46\u8fd9\u4e2a\u6a21\u5757\u548c\u540e\u7eed\u00a0\u201c\u8bc6\u522b\u65b0\u7c7b\u201d\u00a0\u7684\u5206\u7c7b\u6a21\u5757\u662f\u5f3a\u76f8\u5173\u7684\u00a0\u2014\u2014 \u65b0\u7c7b\u7684\u63a9\u7801\u7279\u5f81&#xff08;\u6bd4\u5982\u00a0\u201c\u72d7\u201d\u00a0\u7684\u8f6e\u5ed3&#xff09;\u9700\u8981\u548c\u5206\u7c7b\u7279\u5f81&#xff08;\u201c\u72d7\u201d\u00a0\u7684\u7c7b\u522b\u6807\u7b7e&#xff09;\u5339\u914d&#xff0c;\u51bb\u7ed3\u540e\u63a9\u7801\u751f\u6210\u6a21\u5757\u65e0\u6cd5\u9002\u914d\u65b0\u7c7b\u7684\u7279\u5f81&#xff0c;\u5206\u7c7b\u6a21\u5757\u4e5f\u6ca1\u6cd5\u5b66\u597d\u65b0\u7c7b\u3002<\/p>\n<p>\u5bf9\u8f93\u5165\u6570\u636e\u987a\u5e8f\u9ad8\u5ea6\u4f9d\u8d56&#xff1a;\u6570\u636e\u6362\u4e2a\u987a\u5e8f&#xff0c;\u6a21\u578b\u5c31\u00a0\u201c\u5d29\u4e86\u201d<\/p>\n<p>\u6a21\u578b\u6027\u80fd\u4e25\u91cd\u53d7\u00a0\u201c\u5148\u5b66\u54ea\u4e2a\u7c7b\u3001\u540e\u5b66\u54ea\u4e2a\u7c7b\u201d\u00a0\u7684\u987a\u5e8f\u5f71\u54cd&#xff0c;\u6362\u4e2a\u987a\u5e8f\u8bad\u7ec3&#xff0c;\u7ed3\u679c\u4f1a\u5dee\u5f88\u591a<\/p>\n<p>\u89e3\u8026\u6846\u67b6\u7684\u95ee\u9898&#xff1a;\u51bb\u7ed3\u7684\u63a9\u7801\u751f\u6210\u6a21\u5757\u53ea\u9002\u914d\u4e86\u00a0\u201c\u521d\u59cb\u9636\u6bb5\u6570\u636e\u201d\u00a0\u7684\u7279\u5f81&#xff08;\u6bd4\u5982\u5148\u5b66\u00a0\u201c\u6c7d\u8f66\u201d\u201c\u5efa\u7b51\u201d\u00a0\u8fd9\u7c7b\u5e38\u89c1\u7c7b&#xff0c;\u6a21\u5757\u5c31\u53ea\u8bb0\u4f4f\u4e86\u8fd9\u7c7b\u5927\u76ee\u6807\u7684\u8f6e\u5ed3&#xff09;\u3002\u5982\u679c\u6362\u4e2a\u987a\u5e8f&#xff0c;\u6bd4\u5982\u5148\u5b66\u00a0\u201c\u87ba\u4e1d\u5200\u201d\u201c\u7ebd\u6263\u201d\u00a0\u8fd9\u7c7b\u5c0f\u76ee\u6807\u00a0\/ \u7a00\u6709\u7c7b&#xff0c;\u51bb\u7ed3\u7684\u6a21\u5757\u5c31\u6ca1\u6cd5\u751f\u6210\u5408\u9002\u7684\u63a9\u7801\u5019\u9009&#xff0c;\u540e\u7eed\u5b66\u5e38\u89c1\u7c7b\u65f6\u4e5f\u8865\u4e0d\u56de\u6765&#xff0c;\u5bfc\u81f4\u6574\u4f53\u6027\u80fd\u66b4\u8dcc\u3002<\/p>\n<h5><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e34<\/span><\/span><\/h5>\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898&#xff0c;\u672c\u6587\u5bf9\u8be5\u5185\u7f6e\u76ee\u6807\u611f\u77e5\u80fd\u529b\u5c55\u5f00\u6df1\u5165\u63a2\u7a76&#xff0c;\u53d1\u73b0\u9ad8\u5ea6\u805a\u5408\u7684\u56fe\u50cf\u7279\u5f81\u4e3a\u67e5\u8be2\u5411\u91cf\u901a\u8fc7\u7b80\u5355\u7684\u7279\u5f81\u5bf9\u9f50\u751f\u6210\u63a9\u7801\u63d0\u4f9b\u4e86\u5b9e\u73b0\u6377\u5f84\u3002<\/p>\n<p>\u56fe\u50cf\u7279\u5f81\u672c\u8eab\u5df2\u7ecf\u00a0\u201c\u62b1\u56e2\u201d&#xff08;\u9ad8\u5ea6\u805a\u5408&#xff09;&#xff0c;\u67e5\u8be2\u5411\u91cf\u4e0d\u7528\u590d\u6742\u5b66\u4e60&#xff0c;\u53ea\u8981\u7b80\u5355\u5339\u914d\u8fd9\u4e9b\u00a0\u201c\u62b1\u56e2\u7279\u5f81\u201d&#xff0c;\u5c31\u80fd\u5feb\u901f\u751f\u6210\u7269\u4f53\u63a9\u7801&#xff0c;\u8fd9\u4e3a\u89e3\u51b3\u4e4b\u524d\u7684\u95ee\u9898\u63d0\u4f9b\u4e86\u5173\u952e\u601d\u8def\u3002<\/p>\n<p>\u9ad8\u5ea6\u805a\u5408\u7684\u56fe\u50cf\u7279\u5f81&#xff1a;\u56fe\u50cf\u7ecf\u8fc7\u7f16\u7801\u5668&#xff08;\u6bd4\u5982\u00a0ResNet&#xff09;\u548c\u50cf\u7d20\u89e3\u7801\u5668\u5904\u7406\u540e&#xff0c;\u4f1a\u8f93\u51fa\u00a0\u201c\u56fe\u50cf\u7279\u5f81\u201d\u2014\u2014\u00a0\u53ef\u4ee5\u7406\u89e3\u4e3a\u628a\u539f\u59cb\u50cf\u7d20\u8f6c\u6362\u6210\u7684\u00a0\u201c\u8bed\u4e49\u7b26\u53f7\u201d\u3002\u201c\u9ad8\u5ea6\u805a\u5408\u201d\u00a0\u5c31\u662f\u8fd9\u4e9b\u00a0\u201c\u8bed\u4e49\u7b26\u53f7\u201d\u00a0\u4f1a\u81ea\u52a8\u00a0\u201c\u62b1\u56e2\u201d&#xff1a;\u5c5e\u4e8e\u540c\u4e00\u4e2a\u7269\u4f53&#xff08;\u6bd4\u5982\u732b\u3001\u684c\u5b50&#xff09;\u7684\u7279\u5f81\u4f1a\u805a\u96c6\u5728\u4e00\u8d77&#xff0c;\u5f62\u6210\u6e05\u6670\u7684\u00a0\u201c\u7269\u4f53\u8f6e\u5ed3\u4fe1\u53f7\u201d&#xff0c;\u800c\u4e0d\u662f\u6742\u4e71\u5206\u6563\u7684\u3002<\/p>\n<p>\u201c\u67e5\u8be2\u5411\u91cf&#xff08;Query&#xff09;\u201d\u00a0\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u00a0\u201c\u627e\u5230\u56fe\u50cf\u91cc\u7684\u7269\u4f53&#xff0c;\u751f\u6210\u63a9\u7801\u201d\u3002\u4e4b\u524d\u7684\u65b9\u6cd5\u8ba9\u67e5\u8be2\u5411\u91cf\u00a0\u201c\u4ece\u5934\u5b66\u4e60\u201d\u00a0\u600e\u4e48\u627e\u7269\u4f53&#xff0c;\u800c\u8bba\u6587\u53d1\u73b0&#xff1a;\u67e5\u8be2\u5411\u91cf\u4e0d\u7528\u8d39\u52b2\u5b66&#xff0c;\u53ea\u8981\u505a\u00a0\u201c\u7b80\u5355\u7684\u7279\u5f81\u5bf9\u9f50\u201d\u2014\u2014\u00a0\u4e5f\u5c31\u662f\u548c\u90a3\u4e9b\u00a0\u201c\u9ad8\u5ea6\u805a\u5408\u7684\u7279\u5f81\u201d\u00a0\u505a\u5339\u914d&#xff08;\u6bd4\u5982\u8ba1\u7b97\u76f8\u4f3c\u5ea6&#xff09;&#xff0c;\u5c31\u80fd\u5feb\u901f\u9501\u5b9a\u7269\u4f53\u4f4d\u7f6e\u3002\u6bd4\u5982\u00a0\u201c\u732b\u201d\u00a0\u7684\u7279\u5f81\u5df2\u7ecf\u805a\u6210\u4e86\u4e00\u56e2&#xff0c;\u67e5\u8be2\u5411\u91cf\u53ea\u8981\u627e\u5230\u548c\u81ea\u5df1\u6700\u76f8\u4f3c\u7684\u8fd9\u56e2\u7279\u5f81&#xff0c;\u5c31\u80fd\u76f4\u63a5\u751f\u6210\u00a0\u201c\u732b\u201d\u00a0\u7684\u63a9\u7801&#xff0c;\u4e0d\u7528\u518d\u5206\u6790\u96f6\u6563\u50cf\u7d20\u3002<\/p>\n<p>\u521a\u597d\u5bf9\u5e94\u4e4b\u524d\u89e3\u8026\u6846\u67b6\u7684\u95ee\u9898&#xff1a;<\/p>\n<li>\u5bf9\u00a0\u201c\u76ee\u6807\u611f\u77e5\u80fd\u529b\u201d&#xff1a;\u4e0d\u7528\u51bb\u7ed3\u6a21\u5757\u4e5f\u80fd\u4fdd\u7559\u00a0\u2014\u2014 \u56e0\u4e3a\u7279\u5f81\u672c\u8eab\u5df2\u7ecf\u805a\u5408&#xff0c;\u67e5\u8be2\u53ea\u8981\u5bf9\u9f50\u5c31\u80fd\u627e\u7269\u4f53&#xff0c;\u4e0d\u7528\u4f9d\u8d56\u00a0\u201c\u51bb\u7ed3\u53c2\u6570\u201d\u00a0\u6765\u4fdd\u4f4f\u65e7\u80fd\u529b&#xff1b;<\/li>\n<li>\u5bf9\u00a0\u201c\u6a21\u578b\u53ef\u5851\u6027\u201d&#xff1a;\u4e0d\u5f71\u54cd\u5b66\u65b0\u7c7b\u00a0\u2014\u2014 \u56e0\u4e3a\u65b0\u7c7b\u7684\u7279\u5f81\u4e5f\u4f1a\u805a\u5408&#xff0c;\u67e5\u8be2\u5411\u91cf\u53ef\u4ee5\u76f4\u63a5\u5339\u914d\u65b0\u7c7b\u7684\u00a0\u201c\u7279\u5f81\u56e2\u201d&#xff0c;\u4e0d\u7528\u88ab\u65e7\u7684\u51bb\u7ed3\u53c2\u6570\u9650\u5236&#xff0c;\u80fd\u7075\u6d3b\u5b66\u65b0\u4e1c\u897f\u3002<\/li>\n<h5><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e35<\/span><\/span><\/h5>\n<p>\u5176\u6838\u5fc3\u601d\u60f3\u662f&#xff0c;\u4e3a\u67e5\u8be2\u5411\u91cf\u5206\u914d\u76f4\u63a5\u9009\u53d6\u7684\u56fe\u50cf\u7279\u5f81&#xff0c;\u901a\u8fc7\u5b9e\u73b0\u00a0\u201c\u5b8c\u7f8e\u5bf9\u9f50\u201d\u00a0\u4fdd\u7559\u6a21\u578b\u7684\u76ee\u6807\u611f\u77e5\u80fd\u529b&#xff0c;\u540c\u65f6\u8ba9\u67e5\u8be2\u5411\u91cf\u80fd\u591f\u9002\u914d\u65b0\u7c7b\u522b\u4ee5\u6062\u590d\u6a21\u578b\u53ef\u5851\u6027\u3002<\/p>\n<p>\u5229\u7528\u56fe\u50cf\u7279\u5f81\u672c\u8eab\u7684\u00a0\u201c\u62b1\u56e2\u4f18\u52bf\u201d&#xff0c;\u8ba9\u67e5\u8be2\u5411\u91cf\u00a0\u201c\u8d70\u6377\u5f84\u201d\u2014\u2014\u00a0\u76f4\u63a5\u7528\u73b0\u6210\u7684\u6709\u7528\u7279\u5f81&#xff0c;\u65e2\u7701\u4e86\u5b66\u4e60\u6210\u672c&#xff0c;\u53c8\u907f\u514d\u4e86\u00a0\u201c\u51bb\u7ed3\u6a21\u5757\u201d\u00a0\u7684\u5f0a\u7aef\u3002<\/p>\n<p>\u4e3a\u67e5\u8be2\u5411\u91cf\u5206\u914d\u76f4\u63a5\u9009\u53d6\u7684\u56fe\u50cf\u7279\u5f81&#xff1a;<\/p>\n<li>\u4e4b\u524d\u7684\u65b9\u6cd5&#xff1a;\u67e5\u8be2\u5411\u91cf\u662f\u00a0\u201c\u4ece\u5934\u5b66\u201d\u2014\u2014\u00a0\u4ece\u968f\u673a\u521d\u59cb\u5316\u5f00\u59cb&#xff0c;\u6162\u6162\u5b66\u600e\u4e48\u627e\u7269\u4f53\u7279\u5f81\u3001\u751f\u6210\u63a9\u7801<\/li>\n<li>SimCIS \u7684\u64cd\u4f5c&#xff1a;\u67e5\u8be2\u5411\u91cf\u00a0\u201c\u76f4\u63a5\u6361\u201d\u2014\u2014\u00a0\u56fe\u50cf\u7ecf\u8fc7\u7f16\u7801\u5668\u540e&#xff0c;\u5df2\u7ecf\u6709\u4e86\u00a0\u201c\u9ad8\u5ea6\u805a\u5408\u7684\u7279\u5f81\u201d&#xff08;\u540c\u4e00\u7269\u4f53\u7684\u7279\u5f81\u62b1\u56e2&#xff09;&#xff0c;\u6a21\u578b\u76f4\u63a5\u4ece\u8fd9\u4e9b\u62b1\u56e2\u7279\u5f81\u91cc&#xff0c;\u6311\u51fa\u6700\u80fd\u4ee3\u8868\u5f53\u524d\u7c7b\u522b&#xff08;\u6bd4\u5982\u9636\u6bb5\u00a01 \u7684\u00a0\u201c\u732b\u201d\u3001\u9636\u6bb5\u00a02 \u7684\u00a0\u201c\u72d7\u201d&#xff09;\u7684\u7279\u5f81\u70b9&#xff0c;\u76f4\u63a5\u5206\u914d\u7ed9\u67e5\u8be2\u5411\u91cf\u5f53\u521d\u59cb\u503c\u3002<\/li>\n<p>\u201c\u5bf9\u9f50\u201d\u00a0\u7684\u662f&#xff1a;\u67e5\u8be2\u5411\u91cf\u548c\u56fe\u50cf\u7279\u5f81\u91cc\u7684\u00a0\u201c\u8bed\u4e49\u5148\u9a8c\u201d&#xff1b;\u56e0\u4e3a\u67e5\u8be2\u5411\u91cf\u76f4\u63a5\u7528\u4e86\u6700\u5173\u952e\u7684\u7269\u4f53\u7279\u5f81\u521d\u59cb\u5316&#xff0c;\u4e0d\u7528\u7ecf\u8fc7\u590d\u6742\u5b66\u4e60&#xff0c;\u5c31\u80fd\u7acb\u523b\u5bf9\u51c6\u7269\u4f53\u8f6e\u5ed3\u3002\u597d\u5904&#xff1a;\u4e0d\u7528\u51bb\u7ed3\u4efb\u4f55\u6a21\u5757&#xff0c;\u4e5f\u80fd\u4fdd\u4f4f\u00a0\u201c\u627e\u7269\u4f53\u8f6e\u5ed3\u201d\u00a0\u7684\u76ee\u6807\u611f\u77e5\u80fd\u529b&#xff0c;\u907f\u514d\u4e86\u65e7\u65b9\u6cd5\u00a0\u201c\u51bb\u7ed3\u6a21\u5757\u5bfc\u81f4\u53ef\u5851\u6027\u4e27\u5931\u201d\u00a0\u7684\u95ee\u9898\u3002<\/p>\n<p>\u65b0\u7c7b\u522b\u6765\u4e86\u4e4b\u540e&#xff08;\u6bd4\u5982\u9636\u6bb5\u00a02 \u5b66\u00a0\u201c\u72d7\u201d&#xff09;&#xff0c;\u6a21\u578b\u4f1a\u4e3a\u65b0\u7c7b\u522b\u751f\u6210\u5bf9\u5e94\u7684\u00a0\u201c\u7c7b\u522b\u539f\u578b\u201d&#xff0c;\u518d\u4ece\u56fe\u50cf\u7279\u5f81\u91cc\u6311\u51fa\u548c\u00a0\u201c\u72d7\u201d\u00a0\u539f\u578b\u6700\u76f8\u4f3c\u7684\u805a\u5408\u7279\u5f81&#xff0c;\u5206\u914d\u7ed9\u65b0\u589e\u7684\u67e5\u8be2\u5411\u91cf\u3002<\/p>\n<p>\u56e0\u4e3a\u6ca1\u6709\u51bb\u7ed3\u6a21\u5757&#xff0c;\u67e5\u8be2\u5411\u91cf\u53ef\u4ee5\u7075\u6d3b\u5339\u914d\u65b0\u7c7b\u522b\u7684\u7279\u5f81&#xff0c;\u4e0d\u4f1a\u88ab\u65e7\u7c7b\u7684\u53c2\u6570\u9650\u5236\u00a0\u2014\u2014 \u8fd9\u5c31\u6062\u590d\u4e86\u6a21\u578b\u7684\u00a0\u201c\u53ef\u5851\u6027\u201d&#xff0c;\u80fd\u987a\u5229\u5b66\u65b0\u7c7b\u800c\u4e0d\u5f71\u54cd\u65e7\u7c7b\u3002<\/p>\n<h5><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e36<\/span><\/span><\/h5>\n<p>\u4e3a\u8fdb\u4e00\u6b65\u7f13\u89e3\u7c7b\u522b\u5c42\u9762\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898&#xff0c;\u672c\u6587\u8bbe\u8ba1\u4e86\u9009\u62e9\u8fc7\u7a0b\u7684\u8de8\u9636\u6bb5\u4e00\u81f4\u6027\u7ea6\u675f&#xff0c;\u5e76\u63d0\u51fa\u4e00\u79cd\u521b\u65b0\u6027\u7684\u57fa\u4e8e\u00a0\u201c\u89c6\u89c9\u67e5\u8be2\u201d\u00a0\u7684\u91cd\u653e\u673a\u5236\u3002<\/p>\n<p>\u9488\u5bf9\u00a0\u201c\u6a21\u578b\u8ba4\u5f97\u7269\u4f53\u8f6e\u5ed3&#xff0c;\u5374\u5fd8\u4e86\u7c7b\u522b\u6807\u7b7e\u201d\u00a0\u7684\u7c7b\u522b\u7ea7\u707e\u96be\u6027\u9057\u5fd8&#xff0c;\u8bba\u6587\u7528\u4e24\u4e2a\u4e92\u8865\u65b9\u6cd5\u89e3\u51b3\u00a0\u2014\u2014 \u4e00\u662f\u8ba9\u4e0d\u540c\u9636\u6bb5\u9009\u7279\u5f81\u7684\u00a0\u201c\u4f4d\u7f6e\u4e0d\u53d8\u201d&#xff0c;\u4e8c\u662f\u7528\u00a0\u201c\u865a\u62df\u67e5\u8be2\u201d\u00a0\u4ee3\u66ff\u65e7\u56fe\u50cf\u00a0\u201c\u590d\u4e60\u201d\u00a0\u65e7\u7c7b&#xff0c;\u65e2\u7a33\u53c8\u9ad8\u6548\u3002<\/p>\n<p>\u8de8\u9636\u6bb5\u4e00\u81f4\u6027\u7ea6\u675f&#xff08;CSL&#xff09;&#xff1a;\u8ba9\u7279\u5f81\u9009\u62e9\u00a0\u201c\u524d\u540e\u547c\u5e94\u201d&#xff0c;\u4e0d\u4e22\u65e7\u7c7b\u75d5\u8ff9<\/p>\n<p>\u6838\u5fc3\u95ee\u9898&#xff1a;\u4e4b\u524d\u7684\u00a0QPA \u867d\u7136\u80fd\u8ba9\u6bcf\u4e2a\u9636\u6bb5\u9009\u5230\u5f53\u524d\u7c7b\u7684\u5173\u952e\u7279\u5f81&#xff0c;\u4f46\u4e0d\u540c\u9636\u6bb5&#xff08;\u6bd4\u5982\u5b66\u65e7\u7c7b\u548c\u5b66\u65b0\u7c7b\u65f6&#xff09;&#xff0c;\u5bf9\u540c\u4e00\u5e45\u56fe\u53ef\u80fd\u9009\u4e0d\u540c\u7684\u7279\u5f81\u4f4d\u7f6e\u00a0\u2014\u2014 \u5bfc\u81f4\u65e7\u7c7b\u7684\u7279\u5f81\u75d5\u8ff9\u88ab\u8986\u76d6&#xff0c;\u540e\u7eed\u5206\u7c7b\u65f6\u5fd8\u4e86\u65e7\u7c7b\u6807\u7b7e\u3002<\/p>\n<p>\u5177\u4f53\u64cd\u4f5c&#xff1a;\u7528\u00a0KL \u6563\u5ea6\u635f\u5931\u505a\u7ea6\u675f&#xff0c;\u5f3a\u5236\u8981\u6c42\u00a0\u201c\u540c\u4e00\u5e45\u56fe\u5728\u4e0d\u540c\u9636\u6bb5&#xff0c;\u9009\u7684\u8bed\u4e49\u663e\u8457\u7279\u5f81\u4f4d\u7f6e\u5fc5\u987b\u4e00\u81f4\u201d\u3002<\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u901a\u8fc7\u00a0\u201c\u4f4d\u7f6e\u9501\u5b9a\u201d&#xff0c;\u8ba9\u65e7\u7c7b\u7684\u7279\u5f81\u59cb\u7ec8\u88ab\u6a21\u578b\u5173\u6ce8&#xff0c;\u4e3a\u540e\u7eed\u5206\u7c7b\u4fdd\u7559\u00a0\u201c\u7ebf\u7d22\u201d&#xff0c;\u907f\u514d\u7c7b\u522b\u9057\u5fd8\u3002<\/p>\n<p>\u57fa\u4e8e\u00a0\u201c\u89c6\u89c9\u67e5\u8be2\u201d\u00a0\u7684\u91cd\u653e\u673a\u5236&#xff08;VQ&#xff09;&#xff1a;\u7528\u00a0\u201c\u7279\u5f81\u66ff\u8eab\u201d\u00a0\u590d\u4e60\u65e7\u7c7b&#xff0c;\u66ff\u4ee3\u4f20\u7edf\u56fe\u50cf\u91cd\u653e<\/p>\n<p>\u4f20\u7edf\u65b9\u6cd5\u7684\u75db\u70b9&#xff1a;\u4e4b\u524d\u7f13\u89e3\u7c7b\u522b\u9057\u5fd8&#xff0c;\u9760\u5b58\u65e7\u7c7b\u7684\u539f\u59cb\u56fe\u50cf&#xff08;\u56fe\u50cf\u91cd\u653e&#xff09;&#xff0c;\u4f46\u5360\u5b58\u50a8\u7a7a\u95f4\u5927\u3001\u4f9d\u8d56\u6570\u636e\u987a\u5e8f&#xff0c;\u8fd8\u53ef\u80fd\u6cc4\u9732\u9690\u79c1\u3002<\/p>\n<p>\u8bba\u6587\u7684\u521b\u65b0&#xff1a;\u65e2\u7136\u00a0QPA \u751f\u6210\u7684\u67e5\u8be2\u5411\u91cf\u5df2\u7ecf\u548c\u65e7\u7c7b\u7279\u5f81\u00a0\u201c\u5b8c\u7f8e\u5bf9\u9f50\u201d&#xff08;\u81ea\u5e26\u65e7\u7c7b\u7684\u7c7b\u522b\u8bed\u4e49&#xff09;&#xff0c;\u5c31\u4e0d\u7528\u5b58\u56fe\u50cf&#xff0c;\u76f4\u63a5\u5b58\u8fd9\u4e9b\u00a0\u201c\u67e5\u8be2\u5411\u91cf\u201d&#xff08;\u5373\u00a0\u201c\u89c6\u89c9\u67e5\u8be2\u201d&#xff09;&#xff0c;\u7528\u5b83\u4eec\u5f53\u00a0\u201c\u65e7\u7c7b\u66ff\u8eab\u201d\u00a0\u6765\u590d\u4e60\u3002<\/p>\n<p>\u4e09\u6b65\u5b9e\u73b0&#xff1a;<\/p>\n<li>\u5efa\u00a0\u201c\u67e5\u8be2\u5e93\u201d&#xff1a;\u8bad\u7ec3\u65f6\u628a\u6bcf\u4e2a\u65e7\u7c7b\u7684\u67e5\u8be2\u5411\u91cf\u5b58\u8d77\u6765&#xff0c;\u5f62\u6210\u865a\u62df\u67e5\u8be2\u5e93&#xff08;VQ\u00a0Bank&#xff09;&#xff1b;<\/li>\n<li>\u7167\u987e\u7a00\u6709\u7c7b&#xff1a;\u7edf\u8ba1\u5f53\u524d\u9636\u6bb5\u7684\u00a0\u201c\u4f2a\u5206\u5e03\u201d&#xff0c;\u7ed9\u7a00\u6709\u65e7\u7c7b\u66f4\u9ad8\u7684\u590d\u4e60\u6743\u91cd&#xff08;\u907f\u514d\u8d8a\u7a00\u6709\u8d8a\u5bb9\u6613\u5fd8&#xff09;&#xff1b;<\/li>\n<li>\u6df7\u5408\u590d\u4e60&#xff1a;\u5b66\u65b0\u7c7b\u65f6&#xff0c;\u4ece\u67e5\u8be2\u5e93\u4e2d\u62bd\u6837\u65e7\u7c7b\u7684\u865a\u62df\u67e5\u8be2&#xff0c;\u548c\u65b0\u7c7b\u7684\u67e5\u8be2\u4e00\u8d77\u8f93\u5165\u89e3\u7801\u5668\u00a0\u2014\u2014 \u865a\u62df\u67e5\u8be2\u53ea\u53c2\u4e0e\u00a0\u201c\u5206\u7c7b\u635f\u5931\u8ba1\u7b97\u201d&#xff08;\u76f8\u5f53\u4e8e\u5e2e\u6a21\u578b\u590d\u4e60\u65e7\u7c7b\u6807\u7b7e&#xff09;&#xff0c;\u4e0d\u5e72\u6270\u65b0\u7c7b\u7684\u63a9\u7801\u751f\u6210\u3002<\/li>\n<p>Multi-view Aggregation Network for Dichotomous Image Segmentation<\/p>\n<h3 style=\"background-color:transparent\"><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7528\u4e8e\u4e8c\u5206\u7c7b\u56fe\u50cf\u5206\u5272\u7684\u591a\u89c6\u56fe\u805a\u5408\u7f51\u7edc<\/span><\/span><\/h3>\n<h4><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e3<\/span><\/span><\/h4>\n<p>\u7528\u4e8e\u4e8c\u5206\u7c7b\u56fe\u50cf\u5206\u5272\u7684\u591a\u89c6\u56fe\u805a\u5408\u7f51\u7edc&#xff08;MVANet&#xff09;\u662f\u4e00\u79cd\u9488\u5bf9\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u8bbe\u8ba1\u7684\u8f7b\u91cf\u578b\u5206\u5272\u6a21\u578b\u00a0\u2014\u2014 \u5b83\u901a\u8fc7\u00a0\u201c\u591a\u89c6\u56fe\u83b7\u53d6\u4e92\u8865\u4fe1\u606f\u00a0&#043; \u805a\u5408\u7f51\u7edc\u878d\u5408\u7279\u5f81\u201d&#xff0c;\u9ad8\u6548\u89e3\u51b3\u00a0\u201c\u9ad8\u5206\u8fa8\u7387\u76ee\u6807\u5206\u5272\u7684\u7cbe\u5ea6\u4e0e\u6548\u7387\u5e73\u8861\u201d\u00a0\u95ee\u9898&#xff0c;\u6838\u5fc3\u76ee\u6807\u662f\u7cbe\u51c6\u533a\u5206\u56fe\u50cf\u4e2d\u7684\u00a0\u201c\u524d\u666f\u76ee\u6807\u201d\u00a0\u548c\u00a0\u201c\u80cc\u666f\u533a\u57df\u201d&#xff08;\u5373\u4e8c\u5206\u7c7b\u5206\u5272&#xff09;\u3002<\/p>\n<p>\u591a\u89c6\u56fe&#xff1a;<\/p>\n<li>\u8bbe\u8ba1\u7075\u611f&#xff1a;\u6a21\u4eff\u4eba\u7c7b\u89c6\u89c9\u7cfb\u7edf\u00a0\u2014\u2014 \u65e2\u770b\u6574\u4f53&#xff08;\u5168\u5c40&#xff09;&#xff0c;\u4e5f\u770b\u7ec6\u8282&#xff08;\u5c40\u90e8&#xff09;<\/li>\n<li>\u5177\u4f53\u5b9e\u73b0&#xff1a;\n<li>\u8fdc\u666f\u89c6\u56fe&#xff08;Distant\u00a0View&#xff09;&#xff1a;\u5c06\u9ad8\u5206\u8fa8\u7387\u539f\u56fe\u4e0b\u91c7\u6837\u4e3a\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf&#xff0c;\u6355\u6349\u5168\u5c40\u8bed\u4e49\u4fe1\u606f&#xff08;\u6bd4\u5982\u76ee\u6807\u6574\u4f53\u4f4d\u7f6e\u3001\u573a\u666f\u4e0a\u4e0b\u6587&#xff09;&#xff0c;\u89e3\u51b3\u00a0\u201c\u5c0f\u611f\u53d7\u91ce\u7f3a\u5168\u5c40\u4fe1\u606f\u201d\u00a0\u7684\u95ee\u9898\u3002<\/li>\n<li>\u8fd1\u666f\u89c6\u56fe&#xff08;Close-up\u00a0View&#xff09;&#xff1a;\u5c06\u9ad8\u5206\u8fa8\u7387\u539f\u56fe\u5747\u5300\u88c1\u526a\u4e3a\u975e\u91cd\u53e0\u5c40\u90e8\u8865\u4e01&#xff08;\u8bba\u6587\u4e2d\u8bbe\u4e3a\u00a04 \u4e2a&#xff09;&#xff0c;\u4fdd\u7559\u7ec6\u7c92\u5ea6\u7ec6\u8282&#xff08;\u6bd4\u5982\u76ee\u6807\u8fb9\u7f18\u3001\u7eb9\u7406\u3001\u7ec6\u5c0f\u7ed3\u6784&#xff09;&#xff0c;\u89e3\u51b3\u00a0\u201c\u5927\u611f\u53d7\u91ce\u4e22\u5c40\u90e8\u7ec6\u8282\u201d\u00a0\u7684\u95ee\u9898\u3002<\/li>\n<\/li>\n<p>\u805a\u5408\u7f51\u7edc&#xff1a;<\/p>\n<li>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u4e0d\u662f\u7b80\u5355\u62fc\u63a5\u591a\u89c6\u56fe\u7279\u5f81&#xff0c;\u800c\u662f\u901a\u8fc7\u4e13\u95e8\u8bbe\u8ba1\u7684\u6a21\u5757&#xff0c;\u8ba9\u8fdc\u666f\u548c\u8fd1\u666f\u7279\u5f81\u52a8\u6001\u4ea4\u4e92\u3001\u4e92\u8865\u589e\u5f3a&#xff0c;\u5f62\u6210\u66f4\u5168\u9762\u7684\u7279\u5f81\u8868\u793a\u3002<\/li>\n<li>\u5173\u952e\u6a21\u5757&#xff1a;\n<li>\u591a\u89c6\u56fe\u4e92\u8865\u5b9a\u4f4d\u6a21\u5757&#xff08;MCLM&#xff09;&#xff1a;\u7528\u8fdc\u666f\u7684\u5168\u5c40\u4fe1\u606f\u5f15\u5bfc\u8fd1\u666f\u5b9a\u4f4d&#xff0c;\u8fc7\u6ee4\u8fd1\u666f\u4e2d\u7684\u566a\u58f0&#xff0c;\u786e\u4fdd\u76ee\u6807\u4f4d\u7f6e\u7cbe\u51c6\u3002<\/li>\n<li>\u591a\u89c6\u56fe\u4e92\u8865\u7ec6\u5316\u6a21\u5757&#xff08;MCRM&#xff09;&#xff1a;\u7528\u8fd1\u666f\u7684\u7ec6\u8282\u4fe1\u606f\u8865\u5145\u8fdc\u666f&#xff0c;\u4fee\u590d\u8fdc\u666f\u4e2d\u7f3a\u5931\u7684\u8fb9\u7f18\u3001\u7ec6\u5c0f\u7ed3\u6784&#xff0c;\u63d0\u5347\u5206\u5272\u7cbe\u5ea6\u3002<\/li>\n<li>\u89c6\u56fe\u91cd\u6392\u6a21\u5757&#xff08;VRM&#xff09;&#xff1a;\u878d\u5408\u6240\u6709\u89c6\u56fe\u7279\u5f81&#xff0c;\u89e3\u51b3\u5c40\u90e8\u8865\u4e01\u62fc\u63a5\u540e\u7684\u8fb9\u754c\u9519\u4f4d\u95ee\u9898&#xff0c;\u8f93\u51fa\u5b8c\u6574\u9ad8\u5206\u8fa8\u7387\u5206\u5272\u7ed3\u679c\u3002<\/li>\n<\/li>\n<h4><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u6458\u8981<\/span><\/span><\/h4>\n<p>\u4e8c\u5206\u7c7b\u56fe\u50cf\u5206\u5272&#xff08;Dichotomous\u00a0Image Segmentation, DIS&#xff09;\u662f\u8fd1\u5e74\u6765\u9488\u5bf9\u9ad8\u5206\u8fa8\u7387\u81ea\u7136\u56fe\u50cf\u7684\u9ad8\u7cbe\u5ea6\u76ee\u6807\u5206\u5272\u4efb\u52a1\u5174\u8d77\u7684\u7814\u7a76\u65b9\u5411\u3002\u8bbe\u8ba1\u9ad8\u6548\u7684\u00a0DIS \u6a21\u578b\u65f6&#xff0c;\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5e73\u8861\u4e24\u65b9\u9762\u95ee\u9898&#xff1a;\u5c0f\u611f\u53d7\u91ce\u4e0b\u9ad8\u5206\u8fa8\u7387\u76ee\u6807\u7684\u8bed\u4e49\u5206\u6563&#xff0c;\u4ee5\u53ca\u5927\u611f\u53d7\u91ce\u4e0b\u9ad8\u7cbe\u5ea6\u7ec6\u8282\u7684\u4e22\u5931\u3002\u73b0\u6709\u65b9\u6cd5\u4f9d\u8d56\u7e41\u7410\u7684\u591a\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u6d41\u548c\u591a\u9636\u6bb5\u6d41\u7a0b&#xff0c;\u9010\u6b65\u5b8c\u6210\u5168\u5c40\u5b9a\u4f4d\u4e0e\u5c40\u90e8\u7ec6\u5316\u3002\u4eba\u7c7b\u89c6\u89c9\u7cfb\u7edf\u901a\u8fc7\u591a\u89c6\u89d2\u89c2\u5bdf\u6765\u6355\u6349\u611f\u5174\u8da3\u533a\u57df&#xff0c;\u53d7\u6b64\u542f\u53d1&#xff0c;\u6211\u4eec\u5c06\u00a0DIS \u5efa\u6a21\u4e3a\u591a\u89c6\u56fe\u76ee\u6807\u611f\u77e5\u95ee\u9898&#xff0c;\u63d0\u51fa\u4e00\u79cd\u7b80\u6d01\u7684\u591a\u89c6\u56fe\u805a\u5408\u7f51\u7edc&#xff08;MVANet&#xff09;\u3002\u8be5\u7f51\u7edc\u901a\u8fc7\u5355\u4e00\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u7ed3\u6784&#xff0c;\u5c06\u8fdc\u666f\u89c6\u56fe\u4e0e\u8fd1\u666f\u89c6\u56fe\u7684\u7279\u5f81\u878d\u5408\u7edf\u4e00\u5230\u5355\u4e00\u6d41\u7a0b\u4e2d\u3002\u501f\u52a9\u6240\u63d0\u51fa\u7684\u591a\u89c6\u56fe\u4e92\u8865\u5b9a\u4f4d\u6a21\u5757\u4e0e\u4e92\u8865\u7ec6\u5316\u6a21\u5757&#xff0c;\u6211\u4eec\u7684\u65b9\u6cd5\u5b9e\u73b0\u4e86\u8de8\u591a\u89c6\u56fe\u7684\u957f\u8ddd\u79bb\u3001\u6df1\u5c42\u6b21\u89c6\u89c9\u4ea4\u4e92&#xff0c;\u4f7f\u5305\u542b\u7ec6\u8282\u4fe1\u606f\u7684\u8fd1\u666f\u89c6\u56fe\u7279\u5f81\u80fd\u591f\u805a\u7126\u4e8e\u9ad8\u5ea6\u7ec6\u957f\u7684\u7ed3\u6784\u3002\u5728\u5e38\u7528\u7684\u00a0DIS-5K \u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e&#xff0c;\u6211\u4eec\u7684\u00a0MVANet \u5728\u7cbe\u5ea6\u548c\u901f\u5ea6\u4e0a\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u6700\u4f18\u65b9\u6cd5\u3002\u76f8\u5173\u6e90\u4ee3\u7801\u548c\u6570\u636e\u96c6\u5c06\u5728\u00a0MVANet \u5e73\u53f0\u516c\u5f00\u83b7\u53d6\u3002<\/p>\n<h5><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e31<\/span><\/span><\/h5>\n<p>\u73b0\u6709\u65b9\u6cd5\u4f9d\u8d56\u7e41\u7410\u7684\u591a\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u6d41\u548c\u591a\u9636\u6bb5\u6d41\u7a0b&#xff0c;\u9010\u6b65\u5b8c\u6210\u5168\u5c40\u5b9a\u4f4d\u4e0e\u5c40\u90e8\u7ec6\u5316\u3002<\/p>\n<p>\u73b0\u6709\u4e8c\u5206\u7c7b\u56fe\u50cf\u5206\u5272&#xff08;DIS&#xff09;\u65b9\u6cd5&#xff0c;\u9700\u8981\u9760\u00a0\u201c\u591a\u4e2a\u72ec\u7acb\u7684\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u5206\u652f\u201d&#043;\u201c\u5206\u6b65\u9aa4\u7684\u6d41\u7a0b\u201d&#xff0c;\u624d\u80fd\u5148\u627e\u5230\u76ee\u6807\u5927\u81f4\u4f4d\u7f6e&#xff0c;\u518d\u6162\u6162\u4f18\u5316\u7ec6\u8282<\/p>\n<p>\u591a\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u6d41&#xff1a;\u8bbe\u8ba1\u591a\u4e2a\u5e76\u884c\u7684\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u5206\u652f&#xff0c;\u6bd4\u5982\u4e00\u4e2a\u5206\u652f\u4e13\u95e8\u63d0\u53d6\u5168\u5c40\u7279\u5f81&#xff08;\u5e2e\u627e\u76ee\u6807\u4f4d\u7f6e&#xff09;&#xff0c;\u53e6\u4e00\u4e2a\u5206\u652f\u4e13\u95e8\u63d0\u53d6\u5c40\u90e8\u7279\u5f81&#xff08;\u5e2e\u4fee\u7ec6\u8282&#xff09;&#xff0c;\u5206\u652f\u4e4b\u95f4\u76f8\u4e92\u72ec\u7acb&#xff0c;\u7ed3\u6784\u5197\u4f59<\/p>\n<p>\u591a\u9636\u6bb5\u6d41\u7a0b&#xff1a;\u4e0d\u80fd\u4e00\u6b65\u5b8c\u6210\u5206\u5272&#xff0c;\u8981\u5206\u00a0\u201c\u5148\u540e\u6b65\u9aa4\u201d\u00a0\u9010\u6b65\u4f18\u5316<\/p>\n<h5><span style=\"color:#0f4761\"><span style=\"color:#0f4761\">\u7406\u89e32<\/span><\/span><\/h5>\n<p>\u8be5\u7f51\u7edc\u901a\u8fc7\u5355\u4e00\u7f16\u7801\u5668\u00a0&#8211; \u89e3\u7801\u5668\u7ed3\u6784&#xff0c;\u5c06\u8fdc\u666f\u89c6\u56fe\u4e0e\u8fd1\u666f\u89c6\u56fe\u7684\u7279\u5f81\u878d\u5408\u7edf\u4e00\u5230\u5355\u4e00\u6d41\u7a0b\u4e2d\u3002\u501f\u52a9\u6240\u63d0\u51fa\u7684\u591a\u89c6\u56fe\u4e92\u8865\u5b9a\u4f4d\u6a21\u5757\u4e0e\u4e92\u8865\u7ec6\u5316\u6a21\u5757&#xff0c;\u6211\u4eec\u7684\u65b9\u6cd5\u5b9e\u73b0\u4e86\u8de8\u591a\u89c6\u56fe\u7684\u957f\u8ddd\u79bb\u3001\u6df1\u5c42\u6b21\u89c6\u89c9\u4ea4\u4e92&#xff0c;\u4f7f\u5305\u542b\u7ec6\u8282\u4fe1\u606f\u7684\u8fd1\u666f\u89c6\u56fe\u7279\u5f81\u80fd\u591f\u805a\u7126\u4e8e\u9ad8\u5ea6\u7ec6\u957f\u7684\u7ed3\u6784\u3002<\/p>\n<p>MVANet \u7528\u00a0\u201c\u4e00\u5957\u7f16\u7801\u5668\u00a0&#8211; 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