{"id":1244,"date":"2024-07-22T01:15:28","date_gmt":"2024-07-21T17:15:28","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1244"},"modified":"2024-11-14T21:56:57","modified_gmt":"2024-11-14T13:56:57","slug":"60","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/60\/","title":{"rendered":"SAM \u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\u7efc\u8ff0\u76f8\u5173\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010\u89c6\u89c9\u5927\u6a21\u578b SAM \u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\u7efc\u8ff0\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

(2024.5.20)<\/p>\n\n\n\n

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

\u56fe\u50cf\u5206\u5272\u6280\u672f\u53ef\u4ee5\u7cbe\u51c6\u8bc6\u522b\u548c\u5b9a\u4f4d\u533b\u5b66\u56fe\u50cf\u4e2d\u7684\u89e3\u5256\u7ed3\u6784<\/strong>\uff0c\u4e3a\u4e34\u5e8a\u533b\u751f\u63d0\u4f9b\u8be6\u7ec6\u7684\u4e09\u7ef4\u89e3\u5256\u4fe1\u606f<\/strong>\u3002<\/p>\n\n\n\n

\u867d\u7136\u4ee5\u524d\u6df1\u5ea6\u5b66\u4e60\uff08\u5982CNN\u3001RNN\u548cU-Net\uff09\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55<\/strong>\uff0c\u4f46\u5728\u9002\u5e94\u591a\u6a21\u6001\u56fe\u50cf\u548c\u5904\u7406\u4e0d\u540c\u4e0b\u6e38\u4efb\u52a1\u65f6\u4ecd\u5b58\u5728\u8bf8\u591a\u6311\u6218<\/strong>\u3002<\/p>\n\n\n\n

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

\u89c6\u89c9\u5927\u6a21\u578b\uff08VFM\uff09<\/strong>\u901a\u8fc7\u5728\u6d77\u91cf\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3<\/strong>\uff0c\u6355\u6349\u4e86\u4e30\u5bcc\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u5df2\u5728\u81ea\u7136\u56fe\u50cf\u3001\u89c6\u9891\u5206\u6790\u7b49\u9886\u57df\u53d6\u5f97\u6210\u529f\u3002SAM\u662f\u57fa\u4e8e\u63d0\u793a\u9a71\u52a8\u7684VFM<\/strong>\uff0c\u80fd\u591f\u9002\u5e94\u591a\u79cd\u6210\u50cf\u6a21\u6001\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n

\u4e3b\u8981\u7684\u6570\u636e\u96c6\uff1a<\/p>\n\n\n\n

SA-1B<\/strong>\uff1a\u5305\u542b1100\u4e07\u5f20\u56fe\u50cf<\/strong>\u548c\u8d85\u8fc710\u4ebf\u4e2a\u9ad8\u8d28\u91cf\u7684\u5206\u5272\u63a9\u7801<\/strong>\u3002<\/p>\n\n\n\n

SA-Med2D-20M<\/strong>\uff1a\u6db5\u76d6\u4e8610\u79cd\u6a21\u6001\u548c31\u4e2a\u4e3b\u8981\u5668\u5b98<\/strong>\u7684460\u4e07\u5f20\u533b\u5b66\u56fe\u50cf<\/strong>\u548c1970\u4e07\u4e2a\u63a9\u7801\u3002<\/p>\n\n\n\n

COSMOS 1050K<\/strong>\uff1a\u5305\u542b\u591a\u79cd\u6a21\u6001<\/strong>\u548c\u5bf9\u8c61\u7c7b\u578b\u7684105\u4e07\u5f20\u56fe\u50cf\u3002<\/p>\n\n\n\n

BraTS<\/strong>\uff1a\u4e13\u6ce8\u4e8e\u8111\u80bf\u7624\u5206\u5272<\/strong>\u7684\u591a\u6a21\u6001\u8111\u90e8\u56fe\u50cf<\/strong>\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n

CAMUS<\/strong>\uff1a\u7528\u4e8e\u8d85\u58f0\u5fc3\u810f\u56fe\u50cf\u5206\u5272<\/strong>\u548c\u4f53\u79ef\u4f30\u8ba1<\/strong>\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n

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

SAM\u6a21\u578b\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n

SAM\u901a\u8fc7\u63d0\u793a\u9a71\u52a8<\/strong>\uff0c\u65e8\u5728\u7edf\u4e00\u89e3\u51b3\u6240\u6709\u7684\u56fe\u50cf\u5206\u5272\u95ee\u9898<\/strong>\u3002\u5176\u7075\u6d3b\u7684\u63d0\u793a\u5206\u5272<\/strong>\u673a\u5236\u80fd\u591f\u9002\u5e94\u591a\u79cd\u7c7b\u578b\u7684\u533b\u5b66\u56fe\u50cf<\/strong>\uff0c\u964d\u4f4e\u4e86\u5bf9\u533b\u5b66\u6570\u636e\u7684\u4f9d\u8d56<\/strong>\uff0c\u63d0\u9ad8\u4e86\u7814\u7a76\u6548\u7387\u3002<\/p>\n\n\n\n

SAM\u6a21\u578b\u7684\u6846\u67b6\u56fe\u2193<\/p>\n\n\n\n

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

\u539fSAM\u7684\u63d0\u793a\u65b9\u5f0f\u4e3b\u8981\u6709\u70b9\u63d0\u793a<\/strong>\u548c\u6846\u63d0\u793a<\/strong>\u3002 <\/p>\n\n\n\n

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

SAM\u7684\u6cdb\u5316\u6027<\/strong>\u5206\u6790\uff1a<\/p>\n\n\n\n

\u4f20\u7edf\u7684\u56fe\u50cf\u5206\u5272\u65b9\u6cd5\u901a\u5e38\u96c6\u4e2d\u5728\u7279\u5b9a\u9886\u57df<\/strong>\uff0c\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7684\u6cdb\u5316\u80fd\u529b\u6709\u9650<\/strong>\uff0c\u5728\u672a\u66fe\u8bad\u7ec3\u7684\u9886\u57df\u51e0\u4e4e\u5b8c\u5168\u5931\u6548<\/strong>\u3002\u5373\u4f7f\u901a\u8fc7\u91cd\u65b0\u8bad\u7ec3<\/strong>\u6765\u9002\u5e94\u65b0\u9886\u57df\uff0c\u8fd9\u4e5f\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u65f6\u95f4\u548c\u6210\u672c\u538b\u529b\u3002<\/p>\n\n\n\n

SAM \u91c7\u7528\u63d0\u793a\u9a71\u52a8\u7684\u601d\u60f3<\/strong>\uff0c\u5de7\u5999\u5730\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u4e0e\u7279\u5b9a\u4e0b\u6e38\u4efb\u52a1\u6df1\u5ea6\u878d\u5408<\/strong>\u3002\u5728\u591a\u79cd\u573a\u666f\uff08\u5982\u5185\u955c\u548c\u663e\u5fae\u955c\u4e0b\uff09\u548c\u591a\u79cd\u56fe\u50cf\u6a21\u6001\u4e2d\uff0cSAM \u5c55\u73b0\u51fa\u8f83\u5f3a\u7684\u6cdb\u5316\u6027<\/strong>\uff0c\u51e0\u4e4e\u4e0d\u9700\u8981\u64cd\u4f5c\u3001\u4e0d\u9700\u6807\u6ce8\u6570\u636e\u3001\u4e0d\u9700\u8bad\u7ec3\u6a21\u578b<\/strong>\uff0c\u4e5f\u80fd\u5feb\u6377\u6709\u6548\u5730\u5b8c\u6210\u56fe\u50cf\u5206\u5272\u4efb\u52a1\u3002<\/p>\n\n\n\n

SAM\u7684\u8bc4\u4ef7\u6307\u6807\uff1a \uff081\uff09Dice\u7cfb\u6570<\/strong>\u56e0\u5176\u7b80\u5355\u76f4\u89c2\u4e14\u6709\u6548\u5730\u5ea6\u91cf\u4e86\u4e24\u4e2a\u96c6\u5408\u76f8\u4f3c\u5ea6\u7684\u80fd\u529b<\/strong>\uff0c\u88ab\u5e7f\u6cdb\u7528\u4e8e\u8bc4\u4f30\u56fe\u50cf\u5206\u5272\u7b97\u6cd5\u7684\u6027\u80fd\u3002Dice \u7cfb\u6570\u7684\u53d6\u503c\u8303\u56f4\u4e3a[0\uff0c1]<\/strong>\uff0c\u53d6\u503c\u8d8a\u5927\u5219\u8bf4\u660e\u4e24\u6837\u672c\u7684\u91cd\u5408\u5ea6\u8d8a\u9ad8<\/strong>\uff0c\u76f8\u4f3c\u6027\u8d8a\u5f3a<\/strong>\u3002Dice\u7cfb\u6570\u7684\u516c\u5f0f\u4e3a\uff1a<\/p>\n\n\n\n

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

\uff082\uff09IoU<\/strong>\u8ba1\u7b97\u7684\u662f\u7b97\u6cd5\u5206\u5272\u7ed3\u679c\u4e0e\u5b9e\u9645\u6807\u7b7e\u7684\u4ea4\u96c6\u9762\u79ef\u4e0e\u5b83\u4eec\u7684\u5e76\u96c6\u9762\u79ef\u4e4b\u6bd4<\/strong>\u3002IoU\u7684\u53d6\u503c\u8303\u56f4\u4e3a[0\uff0c1]<\/strong>\uff0c\u53d6\u503c\u8d8a\u5927\u5219\u8bf4\u660e\u4e24\u4e2a\u533a\u57df\u7684\u91cd\u53e0\u7a0b\u5ea6\u8d8a\u9ad8\uff0c\u76f8\u4f3c\u6027\u8d8a\u5f3a<\/strong>\u3002IoU \u7684\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n

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

\uff083\uff09HD<\/strong>\u5219\u5173\u6ce8\u4e24\u4e2a\u533a\u57df\u4e4b\u95f4\u7684\u5f62\u72b6\u76f8\u4f3c\u6027<\/strong>\uff0c\u901a\u8fc7\u8003\u8651\u6700\u8fdc\u70b9\u7684\u8ddd\u79bb\uff0c\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u5f62\u72b6\u5339\u914d\u5ea6\u91cf<\/strong>\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5176\u8ba1\u7b97\u76f8\u5bf9\u590d\u6742\uff0c\u8be5\u8bc4\u4ef7\u6307\u6807\u7684\u4f7f\u7528\u9891\u7387\u76f8\u5bf9\u8f83\u4f4e\u3002HD\u7684\u503c\u8d8a\u5927\uff0c\u8bf4\u660e\u7b97\u6cd5\u6027\u80fd\u8d8a\u5dee\uff0c\u5206\u5272\u7ed3\u679c\u4e0e\u771f\u5b9e\u5f62\u72b6\u7684\u5dee\u5f02\u8d8a\u660e\u663e<\/strong>\u3002HD\u7684\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n

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

SAM\u7684\u5e94\u7528\u9886\u57df\uff1a<\/p>\n\n\n\n

\uff081\uff09SAM\u6a21\u578b\u5728WSI\uff08Whole Slide Imaging\uff09<\/strong>\u65b9\u9762\u7684\u5e94\u7528\uff1aWSI\u662f\u4e00\u79cd\u9ad8\u5206\u8fa8\u7387\u6570\u5b57\u6210\u50cf\u6280\u672f<\/strong>\uff0c\u4e3b\u8981\u5e94\u7528\u4e8e\u75c5\u7406\u5b66\u9886\u57df<\/strong>\u3002\u5b83\u901a\u8fc7\u6570\u5b57\u626b\u63cf\u6574\u4e2a\u7ec4\u7ec7\u5207\u7247\uff0c\u4ea7\u751f\u9ad8\u5206\u8fa8\u7387\u7684\u5168\u666f\u56fe\u50cf<\/strong>\uff0c\u5305\u62ec\u7ec6\u80de\u3001\u7ec4\u7ec7\u7ed3\u6784\u548c\u75c5\u53d8\u7b49\u4fe1\u606f\u3002SAM\u5c06WSI\u56fe\u50cf\u5206\u5272\u4e3a\u7ec6\u80de\u3001\u6838\u5fc3\u3001\u80cc\u666f\u7b49\u4e0d\u540c\u533a\u57df\uff0c\u80fd\u5b9a\u91cf\u5730\u63d0\u53d6\u6709\u5173\u7ec4\u7ec7\u7ed3\u6784\u548c\u75c5\u53d8\u7684\u4fe1\u606f\uff0c\u4ee5\u5e2e\u52a9\u8bca\u65ad\u3001\u7814\u7a76\u548c\u6cbb\u7597\u89c4\u5212<\/strong>\u3002<\/p>\n\n\n\n

\uff082\uff09SAM\u6a21\u578b\u5728MRI\uff08Magnetic Resonance Imaging\uff09<\/strong>\u65b9\u9762\u7684\u5e94\u7528\uff1aMRI\u662f\u4e00\u79cd\u5229\u7528\u78c1\u573a\u548c\u5c04\u9891\u6ce2\u6210\u50cf\u7684\u6280\u672f<\/strong>\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8111\u90e8<\/strong>\u3001\u810a\u67f1<\/strong>\u548c\u5173\u8282<\/strong>\u7b49\u90e8\u4f4d\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272\u3002SAM\u5728MRI\u56fe\u50cf\u5206\u5272\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u7279\u522b\u662f\u5728\u8111\u90e8\u548c\u810a\u67f1\u7684\u5206\u5272\u4efb\u52a1\u4e2d\uff0c\u80fd\u591f\u51c6\u786e\u533a\u5206\u4e0d\u540c\u7ec4\u7ec7\u548c\u75c5\u53d8\u533a\u57df\u3002<\/strong><\/p>\n\n\n\n

\uff083\uff09SAM\u6a21\u578b\u5728CT\uff08Computed Tomography\uff09<\/strong>\u4e2d\u7684\u5e94\u7528\uff1aCT\u662f\u4e00\u79cd\u5229\u7528X\u5c04\u7ebf\u8fdb\u884c\u6210\u50cf\u7684\u6280\u672f<\/strong>\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u80f8\u90e8<\/strong>\u3001\u8179\u90e8<\/strong>\u548c\u9aa8\u9abc<\/strong>\u7b49\u90e8\u4f4d\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272\u3002\u5c3d\u7ba1SAM\u5728CT\u56fe\u50cf\u5206\u5272\u4e2d\u9762\u4e34\u4f4e\u5bf9\u6bd4\u5ea6\u548c\u8fb9\u754c\u4e0d\u6e05\u7684\u95ee\u9898\uff0c\u4f46\u901a\u8fc7\u501f\u9274LLM\u6280\u672f\u548c\u4e13\u95e8\u7684\u63d0\u793a\u7b56\u7565\u8bbe\u8ba1\uff0c\u53ef\u4ee5\u63d0\u9ad8\u5206\u5272\u901f\u5ea6\u548c\u51c6\u786e\u6027<\/strong>\u200b<\/strong>\u3002<\/p>\n\n\n\n

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

\uff084\uff09SAM\u6a21\u578b\u5728US<\/strong>\uff08<\/strong>Ultrasound<\/strong>\uff09<\/strong>\u4e2d\u7684\u5e94\u7528\uff1aUS<\/strong>\u5229\u7528\u8d85\u58f0\u6ce2\u5728\u4eba\u4f53\u7ec4\u7ec7\u4e2d\u7684\u4f20\u64ad\u548c\u53cd\u5c04\u539f\u7406\u751f\u6210\u56fe\u50cf<\/strong>\u3002US\u56fe\u50cf\u5206\u5272\u5728\u4ea7\u79d1<\/strong>\u3001\u5fc3\u810f\u5b66<\/strong>\u3001\u809d\u810f<\/strong>\u7b49\u591a\u4e2a\u533b\u5b66\u9886\u57df\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u7814\u7a76\u8868\u660e\uff0cSAM<\/strong>\u5728\u5fc3\u810f\u7ec4\u7ec7\u3001\u7532\u72b6\u817a\u7ed3\u8282\u548c\u80ce\u513f\u8111\u90e8\u7684<\/strong>US<\/strong>\u56fe\u50cf\u5206\u5272\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u80fd\u591f\u4e3a\u533b\u751f\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u89c6\u89c9\u4fe1\u606f\uff0c\u63d0\u9ad8\u8bca\u65ad\u548c\u6cbb\u7597\u7684\u51c6\u786e\u6027<\/strong>\u200b\u3002<\/p>\n\n\n\n

\uff085\uff09SAM\u6a21\u578b\u5728\u591a\u6a21\u6001<\/strong>\u4e2d\u7684\u5e94\u7528\uff1a\u591a\u6a21\u6001\u533b\u5b66\u56fe\u50cf\u5206\u5272\u6d89\u53ca\u540c\u65f6\u5904\u7406\u591a\u79cd\u6210\u50cf\u6280\u672f\uff08\u5982<\/strong>MRI<\/strong>\u3001<\/strong>CT<\/strong>\u3001<\/strong>PET<\/strong>\uff09\u7684\u6570\u636e<\/strong>\u3002SAM<\/strong>\u5728\u591a\u6a21\u6001\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\uff0c\u80fd\u591f\u878d\u5408\u4e0d\u540c\u6210\u50cf\u6280\u672f\u7684\u4f18\u52bf\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u548c\u51c6\u786e\u7684\u5206\u5272\u7ed3\u679c<\/strong>\u200b<\/strong>\u3002<\/p>\n\n\n\n

SAM \u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u5e94\u7528\u7684\u603b\u7ed3\uff1a<\/p>\n\n\n\n

    \n
  • SAM\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u663e\u8457<\/strong>\uff0c\u5c24\u5176\u662f\u5728\u5206\u5272\u8f83\u5927\u5668\u5b98\u7684\u56fe\u50cf\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u5e76\u4e14\u80fd\u591f\u9002\u5e94\u4e0d\u540c\u7684\u6210\u50cf\u6a21\u6001\u548c\u89e3\u5256\u7ed3\u6784\uff0c\u901a\u8fc7\u7ed3\u5408\u5176\u4ed6\u6ce8\u610f\u529b\u673a\u5236\u63d0\u5347\u5206\u5272\u6027\u80fd\u3002<\/li>\n\n\n\n
  • SAM\u5229\u7528\u63d0\u793a\u9a71\u52a8\uff08prompt-driven\uff09<\/strong>\u7684\u65b9\u5f0f\u8fdb\u884c\u4e0b\u6e38\u5206\u5272\u4efb\u52a1\uff0c\u8fd9\u79cd\u65b9\u6cd5\u65e0\u9700\u5927\u91cf\u6807\u6ce8\u6570\u636e\uff0c\u51cf\u5c11\u4e86\u5bf9\u533b\u5b66\u56fe\u50cf\u6570\u636e\u7684\u4f9d\u8d56\uff0c\u964d\u4f4e\u4e86\u4eba\u5de5\u65f6\u95f4\u7684\u6295\u5165\u3002<\/li>\n\n\n\n
  • \u867d\u7136SAM\u6700\u521d\u8bbe\u8ba1\u7528\u4e8e2D\u56fe\u50cf\u5206\u5272\uff0c\u4f46\u901a\u8fc7\u589e\u52a0\u9002\u914d\u5668\u6216\u8c03\u6574\u7f16\u7801\u5668\u7b49\u65b9\u6cd5\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e3D\u533b\u5b66\u56fe\u50cf\u5206\u5272<\/strong>\u3002<\/li>\n\n\n\n
  • \u7ed3\u5408\u5176\u4ed6\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u7684SAM\u80fd\u591f\u6709\u6548\u6355\u83b7\u4e0d\u540c\u6a21\u6001\u56fe\u50cf\u7684\u4fe1\u606f\uff0c\u5e76\u5728\u5927\u89c4\u6a21\u6570\u636e\u8bad\u7ec3\u540e\u63d0\u9ad8\u6cdb\u5316\u6027\uff0c\u9002\u5e94\u591a\u79cd\u6a21\u6001\u7684\u56fe\u50cf\u3002<\/li>\n\n\n\n
  • SAM\u7684\u7ed3\u6784\u7075\u6d3b<\/strong>\uff0c\u5141\u8bb8\u6839\u636e\u4efb\u52a1\u9700\u6c42\u8fdb\u884c\u8c03\u6574<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n
    \"\"<\/div><\/figure>\n\n\n\n
    \"\"<\/div><\/figure>\n\n\n\n
    \"\"<\/div><\/figure>\n\n\n\n

    SAM\u6a21\u578b\u7684\u4e0d\u8db3\u548c\u672a\u6765\u5c55\u671b\uff1a<\/p>\n\n\n\n

      \n
    • \u7814\u7a76\u5982\u4f55\u964d\u4f4e\u6a21\u578b\u590d\u6742\u5ea6\u548c\u8bad\u7ec3\u6210\u672c<\/strong>\u3002<\/li>\n\n\n\n
    • \u76ee\u524d\uff0c\u70b9\u63d0\u793a\u7684\u7cbe\u786e\u5ea6\u8fdc\u4e0d\u53ca\u6846\u63d0\u793a\uff0c\u63d0\u9ad8\u70b9\u63d0\u793a\u7684\u7cbe\u786e\u5ea6<\/strong>\u662f\u4e00\u4e2a\u7814\u7a76\u65b9\u5411\u3002<\/li>\n\n\n\n
    • SAM\u6a21\u578b\u5f31\u76d1\u7763\u548c\u534a\u76d1\u7763\u5b66\u4e60\u7684\u6f5c\u529b<\/strong>\uff0c\u53ef\u4ee5\u4e3a\u533b\u5b66\u56fe\u50cf\u4e2d\u6807\u6ce8\u56f0\u96be\u548c\u6602\u8d35\u7684\u95ee\u9898\u63d0\u4f9b\u4e86\u6709\u6548\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n\n\n\n
    • \u591a\u6a21\u6001<\/strong>\u6570\u636e\u878d\u5408\u3002<\/li>\n\n\n\n
    • \u5b9e\u9645\u4e34\u5e8a<\/strong>\u9700\u6c42\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

      \u3010\u89c6\u89c9\u5927\u6a21\u578b SAM \u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5e94\u7528\u7efc\u8ff0\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 […]<\/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-1244","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\/1244","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=1244"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1244\/revisions"}],"predecessor-version":[{"id":1846,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1244\/revisions\/1846"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1244"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1244"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1244"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}