{"id":1291,"date":"2024-07-22T11:36:18","date_gmt":"2024-07-22T03:36:18","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1291"},"modified":"2024-11-14T21:56:04","modified_gmt":"2024-11-14T13:56:04","slug":"62","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/62\/","title":{"rendered":"SAM\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010\u5206\u5272\u4e00\u5207\u6a21\u578b\uff08SAM\uff09\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\u3011<\/p>\n\n\n\n

\u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0\u4e4b\u540e\u7684\u7406\u89e3\uff0c\u4e0d\u4fdd\u8bc1\u4e00\u5b9a\u662f\u5bf9\u7684\uff0c\u5982\u679c\u6211\u7684\u7406\u89e3\u6709\u9519\uff0c\u6b22\u8fce\u7ea0\u6b63\u3002<\/p>\n\n\n\n

\uff082024.5.22\uff09<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u533b\u5b66\u56fe\u50cf\u5206\u5272\u662f\u8ba1\u7b97\u673a\u8f85\u52a9\u533b\u7597\u6d41\u7a0b\u4e2d\u7684\u5173\u952e\u6b65\u9aa4\u3002\u4f20\u7edf\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5728\u8fd9\u4e00\u9886\u57df\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b58\u5728\u6cdb\u5316\u80fd\u529b\u5dee<\/strong>\u548c\u6570\u636e\u6807\u6ce8\u6210\u672c\u9ad8<\/strong>\u7684\u95ee\u9898\u3002\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\uff08LPFMs\uff09<\/strong>\u7684\u51fa\u73b0\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002LPFMs\u662f\u6307\u5229\u7528\u5927\u91cf\u7684\u6570\u636e\u8bad\u7ec3<\/strong>\u7684\u4e00\u4e2a\u901a\u7528\u6a21\u578b<\/strong>\uff0c\u8fd9\u79cd\u6a21\u578b\u5b66\u4e60\u5230\u4e86\u66f4\u57fa\u7840\u3001\u66f4\u666e\u9002\u7684\u8868\u793a\u80fd\u529b<\/strong>\u5e76\u80fd\u591f\u8f6c\u79fb\u5230\u4e0d\u540c\u7684\u9886\u57df<\/strong>\uff0c\u56e0\u6b64\u4e0d\u540c\u7684\u4e0b\u6e38\u4efb\u52a1\u80fd\u591f\u4ee5\u8fd9\u6837\u7684\u901a\u7528\u6a21\u578b\u4e3a\u57fa\u7840\u8f7b\u677e\u5730\u8fdb\u884c\u5fae\u8c03<\/strong>\u3002<\/p>\n\n\n\n

SAM<\/strong>\u662f\u57fa\u4e8eVision Transformer (ViT)\u7684LPFMs<\/strong>\uff0c\u5229\u7528\u4e86\u5927\u89c4\u6a21\u6570\u636e\u96c6<\/strong>SA-1B\u8fdb\u884c\u8bad\u7ec3\u3002\u6a21\u578b\u5305\u542b\u56fe\u50cf\u7f16\u7801\u5668\u3001\u63d0\u793a\u7f16\u7801\u5668\u548c\u63a9\u7801\u89e3\u7801\u5668\u4e09\u4e2a\u6838\u5fc3\u6a21\u5757<\/strong>\u3002<\/p>\n\n\n\n

SAM\u662f\u63d0\u793a\u9a71\u52a8<\/strong>\u7684\u5206\u5272\u6a21\u578b\uff0c\u901a\u8fc7\u70b9\u63d0\u793a\u3001\u6846\u63d0\u793a\u548c\u6587\u672c\u63d0\u793a<\/strong>\u6765\u5f15\u5bfc\u6a21\u578b\u7684\u6ce8\u610f\u529b\uff0c\u63d0\u9ad8\u5206\u5272\u6548\u679c\u3002<\/p>\n\n\n\n

\u4e0d\u505a\u4efb\u4f55\u8c03\u6574<\/strong>\uff0c\u76f4\u63a5<\/strong>\u5c06\u7528SAM\u6a21\u578b\u7528\u4e8e\u533b\u5b66\u6570\u636e\u96c6\u7684\u8868\u73b0\uff1a<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n
\"\"<\/div><\/figure>\n\n\n\n
\"\"<\/div><\/figure>\n\n\n\n

\u5176\u4e2d\u5927\u90e8\u5206\u7684\u6548\u679c\u90fd\u4e0d\u5982\u5f53\u524d\u6570\u636e\u96c6\u7684\u6700\u4f18\u6a21\u578b<\/strong>\uff0c\u4e2a\u522b\u4f18\u4e8e<\/strong>\u6700\u4f73\u6a21\u578b\u7684\u6709\uff1a<\/p>\n\n\n\n

\u76ae\u80a4\u764c\u80bf\u7624\uff08TCGA\u6570\u636e\u96c6\uff09\uff1a\u4f7f\u752820\u4e2a\u70b9\u63d0\u793a\uff0c\u6548\u679c\u597d\u4e8eSOTA\u3002<\/p>\n\n\n\n

\u8111\uff08ATLAS\u548c\u79c1\u4eba\u6570\u636e\u96c6\uff09\uff1a\u4f7f\u7528\u6846\u63d0\u793a\uff0c\u6548\u679c\u597d\u4e8eSOTA\u3002<\/p>\n\n\n\n

\u4e73\u817a\u80bf\u7624\uff08BUSI\u6570\u636e\u96c6\uff09\uff1a\u9a8c\u8bc1\u4e86ViT-L\u7248\u672c\u7684SAM\u5177\u6709\u6700\u4f73\u7684\u5206\u5272\u6027\u80fd\u3002<\/p>\n\n\n\n

\u624b\u672f\u5668\u68b0\uff08EndoVis\u6570\u636e\u96c6\uff09\uff1a\u4f7f\u7528\u70b9\u63d0\u793a\u6548\u679c\u52a3\u4e8eSOTA\uff0c\u4f7f\u7528\u6846\u63d0\u793a\u6548\u679c\u597d\u4e8eSOTA\u3002<\/p>\n\n\n\n

\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b<\/strong>\uff0c\u672a\u7ecf\u8fc7\u5fae\u8c03\u7684SAM\u76f4\u63a5<\/strong>\u5e94\u7528\u5728\u533b\u5b66\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u65e0\u6cd5\u4e0e\u5f53\u524d\u6700\u4f18\u65b9\u6cd5\u76f8\u6bd4<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff1a<\/p>\n\n\n\n

\u70b9\u63d0\u793a\u548c\u8fb9\u754c\u6846\u63d0\u793a\uff1a\u5728\u67d0\u4e9b\u6570\u636e\u96c6\u4e0a\u53ef\u4ee5\u63d0\u5347\u6548\u679c<\/strong>\uff0c\u4f46\u6574\u4f53\u8868\u73b0\u4ecd\u4e0d\u53ca<\/strong>SOTA\u3002<\/p>\n\n\n\n

\u672a\u7ecf\u5fae\u8c03\u7684SAM\uff1a\u539f\u59cbSAM\u662f\u901a\u8fc7\u5927\u91cf\u81ea\u7136\u56fe\u50cf<\/strong>\u8bad\u7ec3\u51fa\u6765\u7684\uff0c\u76f4\u63a5\u5e94\u7528\u5728\u533b\u5b66\u6570\u636e\u96c6\u4e0a\u7684\u6548\u679c\u6b20\u4f73\uff0c\u7279\u522b\u662f\u5728\u533b\u5b66\u56fe\u50cf\u8fb9\u7f18\u6a21\u7cca\u3001\u7ed3\u6784\u590d\u6742\u7684\u60c5\u51b5\u4e0b<\/strong>\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u533b\u5b66\u6570\u636e\u96c6\u7684SAM\u5fae\u8c03<\/strong>\u53ef\u4ee5\u7ec6\u5206\u4e3a\u4e24\u79cd\uff1a<\/p>\n\n\n\n

    \n
  • \u9488\u5bf9\u7279\u5b9a\u533b\u5b66\u6570\u636e\u96c6\u7684\u5fae\u8c03\uff0c\u4ee5\u63d0\u5347SAM\u9488\u5bf9\u67d0\u4e00\u79cd\u533b\u5b66\u56fe\u50cf\u7684\u5206\u5272<\/strong>\uff1a\u4f8b\u5982\uff0cSkin-SAM\u5728\u76ae\u80a4\u764c\u5206\u5272\u4efb\u52a1\u4e2d\u5fae\u8c03SAM\u6a21\u578b\uff0c\u4fdd\u6301\u9884\u8bad\u7ec3\u7684ViT-B\u7248\u672c\u7684\u56fe\u50cf\u7f16\u7801\u5668\u4e0d\u53d8\uff0c\u7528\u76ae\u80a4\u6570\u636e\u96c6\u5fae\u8c03\u5176\u4ed6\u90e8\u5206\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u9488\u5bf9\u6027\u8f83\u5f3a\uff0c\u7f3a\u70b9\u662f\u65e0\u6cd5\u6709\u6548\u9002\u5e94\u65b0\u7684\u56fe\u7247\u6a21\u6001\uff0c\u7f51\u7edc\u6cdb\u5316\u80fd\u529b\u5f31\uff0c\u6ca1\u6709\u5145\u5206\u5229\u7528SAM\u8fd9\u4e00\u5206\u5272\u5927\u6a21\u578b\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/li>\n\n\n\n
  • \u6784\u5efa\u5305\u542b\u591a\u79cd\u56fe\u50cf\u6a21\u6001\u7684\u5927\u89c4\u6a21\u533b\u7597\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03<\/strong>\uff1aMedSAM\u901a\u8fc7\u4f7f\u7528\u5305\u542b11\u79cd\u6a21\u5f0f\u7684\u7efc\u5408\u533b\u5b66\u56fe\u50cf\u6570\u636e\u96c6\u6765\u5fae\u8c03SAM\uff0c\u6db5\u76d6\u8d85\u8fc7100\u4e07\u7684\u56fe\u50cf\u63a9\u7801\u5bf9\u3002\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u4e8e\u6570\u636e\u96c6\u4e2d\u56fe\u7247\u6a21\u6001\u79cd\u7c7b\u7684\u8986\u76d6\u7387\u3001\u56fe\u7247\u6570\u91cf\u4ee5\u53ca\u56fe\u7247\u8d28\u91cf\u7684\u8981\u6c42\u66f4\u9ad8\uff0c\u4f46\u53ef\u4ee5\u7ecf\u8fc7\u4e00\u6b21\u5fae\u8c03\u9002\u5e94\u66f4\u591a\u7684\u533b\u5b66\u56fe\u50cf\u79cd\u7c7b\u3002<\/li>\n<\/ul>\n\n\n\n

    SAM\u5bf93D\u533b\u5b66\u56fe\u50cf\u7684\u9002\u5e94\u6027<\/strong>\uff1a<\/p>\n\n\n\n

    SAM\u539f\u672c\u7528\u4e8e2D\u6570\u636e\u96c6\uff0c \u7136\u800c\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u9886\u57df\u4e2d\uff0c3D\u6570\u636e\u96c6\u56e0\u4e3a\u8574\u542b\u7740\u4e30\u5bcc\u7684\u4fe1\u606f<\/strong>\uff0c\u5176\u5206\u5272\u4efb\u52a1\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u76f4\u63a5\u5c063D\u6570\u636e\u96c6\u5904\u7406\u4e3a2D\u5207\u7247\u7684\u5f62\u5f0f\u518d\u5229\u7528SAM\u884c\u5206\u5272\uff0c\u5c06\u4f1a\u4e22\u5931\u5f88\u591a\u5207\u7247\u4e4b\u95f4\u7684\u7a7a\u95f4\u4e09\u7ef4\u4fe1\u606f\u3002\u56e0\u6b64\u5982\u4f55\u5bf9 SAM \u8fdb\u884c\u8c03\u6574\uff0c\u8ba9\u5176\u80fd\u591f\u88ab\u5408\u7406\u5730\u5e94\u7528\u5230 3D \u6570\u636e\u96c6\u4e0a\u5e76\u5145\u5206\u5730\u53d1\u6325\u4f5c\u7528\u662f\u5f88\u591a\u5de5\u4f5c\u6240\u5173\u6ce8\u7684\u3002<\/p>\n\n\n\n

    \uff081\uff092D\u9884\u8bad\u7ec3\u6a21\u578b\u54113D\u7684\u8fc1\u79fb<\/strong>\uff1a3DSAM-adapter\u901a\u8fc7\u5728SAM\u7684\u56fe\u50cf\u7f16\u7801\u5668\u4e2d\u6dfb\u52a0\u9002\u5e94\u5668\u6a21\u5757<\/strong>\uff0c\u5e76\u5728\u63d0\u793a\u7f16\u7801\u5668\u4e2d\u91c7\u53d6\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u878d\u5408\u4e24\u79cdembeddings<\/strong>\uff0c\u6700\u540e\u5728\u63a9\u7801\u7f16\u7801\u5668\u4e2d\u52a0\u5165\u591a\u5c42\u805a\u5408\u673a\u5236<\/strong>\uff0c\u4ee5\u66f4\u597d\u5730\u5229\u7528\u539f\u59cb\u56fe\u50cf\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n

    \"\"<\/div><\/figure>\n\n\n\n

    \uff082\uff09\u5728\u56fe\u50cf\u7f16\u7801\u5668\u7684transformer\u6a21\u5757\u4e2d\u6dfb\u52a03D\u9002\u5e94\u90e8\u5206<\/strong>\uff1a\u7ed3\u54083D\u5377\u79ef\u5c42<\/strong>\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\uff0c\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u65b9\u6cd5\u4fdd\u7559\u7a7a\u95f4\u4fe1\u606f\uff0c\u57283D\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u8d8a\u3002<\/p>\n\n\n\n

    \uff083\uff09\u8fd8\u53ef\u4ee5\u57fa\u4e8e 3D \u6570\u636e\u96c6\u7684\u5927\u6a21\u578b\u91cd\u65b0\u8bad\u7ec3<\/strong>\uff1aWang\u7b49\u4eba\u63d0\u51fa\u4e86SAM-Med3D\u6a21\u578b\uff0c\u5728\u5927\u89c4\u6a21 3D \u6570\u636e\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u3002\u8be5\u6570\u636e\u96c6\u5305\u62ec 2.1 \u4e07\u5f20\u7684\u533b\u5b66\u56fe\u50cf\u548c 13.1 \u4e07\u4e2a\u63a9\u7801\uff0c\u56ca\u62ec\u4e86 247 \u4e2a\u56fe\u50cf\u7c7b\u522b\u3002\u901a\u8fc7\u5728\u7f51\u7edc\u4e2d\u91c7\u7528 3D \u4f4d\u7f6e\u7f16\u7801\uff0c\u76f4\u63a5\u4ece\u6570\u636e\u96c6\u4e2d\u6574\u5408 3D \u7a7a\u95f4\u4fe1\u606f\uff0c\u5728 3D \u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e0a\u8868\u73b0\u51fa\u826f\u597d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

    \uff084\uff093D\u6570\u636e\u96c6\u4f7f\u7528SAM\u7684\u65b9\u6cd5\u62d3\u5c55<\/strong>\uff1aMedLSAM\u5148\u57fa\u4e8e3D\u533b\u5b66\u56fe\u50cf\u7684\u5b9a\u4f4d\u6a21\u578b\uff0c\u5229\u7528\u81ea\u76d1\u7763\u4efb\u52a1<\/strong>\u7edf\u4e00\u89e3\u5256\u6620\u5c04\uff08Unified Anatomical Mapping, UAM\uff09\u548c\u591a\u5c3a\u5ea6\u76f8\u4f3c\u6027\uff08Multi-ScaleSimilarity, MSS\uff09\u5728CT\u56fe\u50cf\u4e2d\u8fdb\u884c\u76ee\u6807\u5668\u5b98\u6216\u7ed3\u6784\u76843D\u5b9a\u4f4d\uff0c\u83b7\u5f973D\u63d0\u793a\u6846<\/strong>\u3002\u7136\u540e\u4f7f\u75283D\u63d0\u793a\u6846\u4f5c\u4e3a\u7279\u5f81\u8f93\u5165<\/strong>\u5230SAM\u4e2d\u6307\u5bfc\u5206\u5272\u3002<\/p>\n\n\n\n

    \u63d0\u793a\u5de5\u7a0b\u7684\u4f18\u5316\uff1a<\/p>\n\n\n\n

      \n
    • \u63d0\u793a\u7684\u81ea\u52a8\u5316\u751f\u6210<\/strong>\uff1a\u5c06\u539f\u672c\u9700\u8981\u624b\u52a8\u8f93\u5165\u70b9\u3001\u8fb9\u754c\u6846\u6216\u63a9\u7801\u63d0\u793a\u7684SAM\u53d8\u6210\u4e86\u4e00\u79cd\u5168\u81ea\u52a8\u63d0\u793a\u7684\u65b9\u5f0f\uff0c\u6d88\u9664\u4e86\u624b\u52a8\u63d0\u793a\u7684\u5fc5\u8981\u6027\u3002<\/li>\n\n\n\n
    • \u63d0\u793a\u7b56\u7565\u7684\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7\u589e\u5f3a\u7684\u70b9\u63d0\u793a<\/strong>\u63d0\u4f9b\u66f4\u591a\u7528\u6237\u610f\u56fe\u7684\u4fe1\u606f\uff1b\u901a\u8fc7\u8003\u8651\u989d\u5916\u63d0\u793a<\/strong>\u3001\u63d0\u793a\u4f4d\u7f6e<\/strong>\u548c\u6700\u4f73\u63d0\u793a\u7b56\u7565<\/strong>\u7b49\u56e0\u7d20\u6765\u8fdb\u884c\u63d0\u793a\u9009\u62e9\u3002<\/li>\n<\/ul>\n\n\n\n

      SAM\u4e0e\u534a\u76d1\u7763\u5b66\u4e60\u3001\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/strong>\u7684\u7ed3\u5408\uff1a<\/p>\n\n\n\n

      \u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u9886\u57df\uff0c\u7531\u4e8e\u6807\u7b7e\u6570\u636e\u7684\u83b7\u53d6\u56f0\u96be\u548c\u6602\u8d35<\/strong>\uff0c\u534a\u76d1\u7763\u5b66\u4e60\u6210\u4e3a\u4e00\u79cd\u6709\u6548\u7684\u65b9\u6cd5\u3002\u534a\u76d1\u7763\u5b66\u4e60\u5229\u7528\u5c11\u91cf\u6709\u6807\u7b7e\u56fe\u50cf\u548c\u5927\u91cf\u65e0\u6807\u7b7e\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3<\/strong>\uff0c\u4ee5\u63d0\u9ad8\u5206\u5272\u6548\u679c\u3002SAM\u6a21\u578b\u4f5c\u4e3a\u4e00\u79cd\u5f3a\u5927\u7684\u5206\u5272\u6a21\u578b\uff0c\u53ef\u4ee5\u4e0e\u534a\u76d1\u7763\u5b66\u4e60\u76f8\u7ed3\u5408\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u5206\u5272\u6027\u80fd\u3002<\/p>\n\n\n\n

      SemiSAM\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u5b9a\u4f4d\u4fe1\u606f\uff0c\u4e5f\u4e3aSAM\u751f\u6210\u8f93\u5165\u63d0\u793a<\/strong>\uff0c\u4e4b\u540e\u5229\u7528SAM\u751f\u6210\u7684\u4f2a\u6807\u7b7e\u4f5c\u4e3a\u989d\u5916\u7684\u76d1\u7763<\/strong>\uff0c\u6765\u8f85\u52a9\u534a\u76d1\u7763\u6846\u67b6\u7684\u5b66\u4e60\u3002<\/p>\n\n\n\n

      \"\"<\/div><\/figure>\n\n\n\n

      ASLseg\u7684\u534a\u76d1\u7763\u6846\u67b6<\/strong>\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u4f7fSAM\u9002\u5e94\u534a\u76d1\u7763\u5b66\u4e60\uff0c\u5e76\u7ed3\u5408\u809d\u80bf\u7624\u7684\u7279\u5f02\u6027\u548c\u4e00\u822c\u77e5\u8bc6\u8fdb\u884c\u5206\u5272\u3002<\/p>\n\n\n\n

      \u5229\u7528SAM\u8f85\u52a9\u533b\u5b66\u6570\u636e\u6807\u6ce8<\/strong>\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u7684\u6807\u6ce8\u65f6\u95f4\u3002SAMMed\u5c31\u662f\u4e00\u79cd\u533b\u5b66\u56fe\u50cf\u7684\u6ce8\u91ca\u5de5\u5177<\/strong>\u3002<\/p>\n\n\n\n

      SQA-SAM<\/strong>\u5229\u7528SAM\u6765\u8fdb\u884c\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7684\u8d28\u91cf\u8bc4\u4f30<\/strong>\uff0c\u5e76\u63d0\u9ad8\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

      SAM\u76ee\u524d\u7684\u6311\u6218<\/strong>\uff1a<\/p>\n\n\n\n

        \n
      • \u8de8\u6570\u636e\u96c6\u548c\u8de8\u6a21\u6001\u7684\u5206\u5272\u80fd\u529b\u4e0d\u8db3<\/strong><\/li>\n\n\n\n
      • \u591a\u6a21\u6001\u548c\u591a\u5c3a\u5ea6\u56fe\u50cf\u4fe1\u606f\u7684\u878d\u5408\u80fd\u529b\u6709\u9650<\/strong><\/li>\n\n\n\n
      • \u5bf9\u6807\u7b7e\u7684\u4f9d\u8d56\u6027\u548c\u63d0\u793a\u654f\u611f\u6027<\/strong><\/li>\n\n\n\n
      • \u591a\u76ee\u6807\u548c\u8fb9\u754c\u6a21\u7cca\u533a\u57df\u7684\u5206\u5272\u8868\u73b0\u6b20\u4f73<\/strong><\/li>\n<\/ul>\n\n\n\n

        SAM\u672a\u6765\u7684\u5c55\u671b<\/strong>\uff1a<\/p>\n\n\n\n

          \n
        • \u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u6784\u5efa<\/strong><\/li>\n\n\n\n
        • \u591a\u6a21\u6001\u591a\u5c3a\u5ea6\u4fe1\u606f\u7684\u5904\u7406<\/strong><\/li>\n\n\n\n
        • \u4e0e\u534a\u76d1\u7763\u5b66\u4e60\u3001\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\u7684\u7ed3\u5408<\/strong><\/li>\n\n\n\n
        • \u62d3\u5c55\u4e34\u5e8a\u5e94\u7528<\/strong><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

          \u3010\u5206\u5272\u4e00\u5207\u6a21\u578b\uff08SAM\uff09\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\u3011 \u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33],"tags":[3,25,35,7,8,34],"class_list":["post-1291","post","type-post","status-publish","format-standard","hentry","category-wxyd","tag-xxbj","tag-xd","tag-wxyd","tag-jjxx","tag-deeplearning","tag-lw"],"_links":{"self":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1291","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/comments?post=1291"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1291\/revisions"}],"predecessor-version":[{"id":1845,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1291\/revisions\/1845"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1291"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1291"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1291"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}