{"id":744,"date":"2024-05-29T01:07:41","date_gmt":"2024-05-28T17:07:41","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=744"},"modified":"2024-11-14T22:08:02","modified_gmt":"2024-11-14T14:08:02","slug":"32","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/32\/","title":{"rendered":"\u79fb\u52a8\u53cb\u597d\u578b3D\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7684\u81ea\u52a8\u63d0\u793aSAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010Auto-Prompting SAM for Mobile Friendly 3D Medical Image Segmentation\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

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

(https:\/\/arxiv.org\/abs\/2308.14936<\/a> 2023.11.21)<\/p>\n\n\n\n

SAM\u6a21\u578b\u5728\u533b\u5b66\u5f71\u50cf\u5206\u5272\u4e0a\u6709\u7740\u8f83\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u662f\u57fa\u7840\u7684SAM\u5728\u5e38\u89c4\u7684\u56fe\u50cf\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5176\u8bad\u7ec3\u7528\u7684\u6570\u636e\u96c6\u6bd4\u8f83\u5e7f\u6cdb\uff0c\u4e0e\u4e13\u6709\u9886\u57df\u7684\u6a21\u578b\u5dee\u8ddd\u6bd4\u8f83\u5927<\/strong>\uff0c\u5e76\u4e14\u57fa\u7840\u7684SAM\u6a21\u578b\u4e0d\u64c5\u957f\u5904\u7406\u50cfCT\u8fd9\u79cd3D\u7684\u56fe\u50cf<\/strong>\u3002<\/p>\n\n\n\n

\u5728\u5f00\u53d1\u57fa\u4e8eSAM\u7684\u533b\u5b66\u5f71\u50cf\u5206\u5272\u67b6\u6784\u9700\u8981\u89e3\u51b3\u51e0\u4e2a\u5b9e\u8d28\u6027\u7684\u95ee\u9898<\/strong>\uff1a<\/h2>\n\n\n\n
    \n
  1. \u81ea\u7136\u548c\u533b\u5b66\u56fe\u50cf\u4e4b\u95f4\u5b9e\u8d28\u6027\u9886\u57df\u5dee\u5f02\u7684\u76d1\u7763<\/strong>\uff08oversight\uff09\uff08A\uff09<\/li>\n\n\n\n
  2. \u9700\u8981\u6709\u6548\u5730\u4ece3D\u56fe\u50cf\u4e2d\u63d0\u53d6\u6709\u7528\u7684\u4fe1\u606f<\/strong>\uff08B\uff09<\/li>\n\n\n\n
  3. \u4f1a\u589e\u52a0\u6a21\u578b\u7684\u8ba1\u7b97\u91cf<\/strong>\uff0c\u5373\u4f7f\u662f\u5728\u63a8\u7406\uff08inference\uff09\u4e0a\uff08C\uff09<\/li>\n<\/ol>\n\n\n\n
    \"\"<\/div><\/figure>\n\n\n\n

    \u7814\u7a76\u8005\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\uff0c\u540d\u4e3aAutoSAM\u9002\u914d\u5668\uff08Adapter\uff09<\/strong>\u65b9\u6cd5\uff0c\u7528\u4e8e\u5c06SAM\u4ece2D\u81ea\u7136\u56fe\u50cf\u8fc7\u6e21\u52303D\u533b\u5b66\u56fe\u50cf\u5206\u5272<\/strong>\u3002<\/p>\n\n\n\n

    \u5927\u81f4\u7684\u64cd\u4f5c<\/h2>\n\n\n\n

    \u5927\u81f4\u7684\u64cd\u4f5c\u5982\u4e0b\uff1a<\/p>\n\n\n\n

    \u6700\u521d\uff0c\u7814\u7a76\u8005\u5728\u8f93\u5165\u65b9\u9762\uff0c\u5bf9\u56fe\u50cf\u7f16\u7801\u5668\u8fdb\u884c\u4e86\u590d\u6742\u7684\u4fee\u6539\uff0c\u4f7f\u539f\u59cb\u76842D\u8f6c\u6362\u5668\u80fd\u591f\u719f\u7ec3\u5730\u9002\u5e943D\u7684\u8f93\u5165<\/strong>\uff0c\u540c\u65f6\u901a\u8fc7\u6709\u6548\u5730\u5fae\u8c03\u53c2\u6570\uff0c\u4f18\u5316\u4e86\u9884\u8bad\u7ec3\u6743\u91cd\u7684\u53ef\u91cd\u7528\u6027\u3002<\/p>\n\n\n\n

    \u968f\u540e\uff0c\u5728\u63d0\u793a\u7f16\u7801\u5668\uff08prompt encoder\uff09\u9636\u6bb5\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u81ea\u52a8\u63d0\u793a\u751f\u6210\u5668\uff08APG\uff09\u6a21\u5757<\/strong>\uff0cAPG\u6a21\u5757\u5c06\u4ece\u524d\u4e00\u4e2a\u56fe\u50cf\u7f16\u7801\u5668\u4e2d\u63d0\u53d6\u7684\u7279\u5f81\u56fe\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u81ea\u52a8\u5b66\u4e60\u540e\u7eedmask encoder\u9700\u8981\u7684\u63d0\u793a<\/strong>\u3002\u8fd9\u6837\u5c31\u7701\u53bb\u4e86\u624b\u52a8\u8f93\u5165\u63d0\u793a\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

    \u6700\u540e\uff0c\u53ef\u4ee5\u5229\u7528\u77e5\u8bc6\u84b8\u998f\uff08KD\uff09\u5c06\u4eceAutoSAM\u9002\u914d\u5668\u4e2d\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u8f6c\u79fb\u5230\u5176\u4ed6\u8f7b\u91cf\u7ea7\u7684\u6a21\u578b\u4e0a\u9762\uff08\u5982SwinUNETR\u7b49\uff09<\/strong>\u3002<\/p>\n\n\n\n

    \u5148\u524d\u5de5\u4f5c<\/h2>\n\n\n\n

    \u4e0eAutoSAM\u9002\u914d\u5668\u76f8\u5173\u7684\u5148\u524d\u5de5\u4f5c\uff1a<\/p>\n\n\n\n

    SAM\u6a21\u578b\u5df2\u7ecf\u5728\u8d85\u8fc71100\u4e07\u5f20\u56fe\u50cf\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8fc7\u4e86\u9884\u8bad\u7ec3<\/strong>\uff0c\u5df2\u7ecf\u6210\u4e3a\u81ea\u7136\u56fe\u50cf\u5206\u5272\u4e2d\u7684\u5b9e\u7528\u6a21\u578b\u3002<\/p>\n\n\n\n

    \u4e0eSAM\u540c\u671f\u7684SEEM\u5f15\u5165\u4e86\u4e00\u79cd\u66f4\u5168\u9762\u7684\u63d0\u793a\u65b9\u6848<\/strong>\uff0c\u4ee5\u4fc3\u8fdb\u8bed\u4e49\u611f\u77e5\u5f00\u653e\u96c6\uff08open-set\uff09\u5206\u5272\u3002<\/p>\n\n\n\n

    DINOv2\u4e13\u6ce8\u4e8e\u5728\u6570\u636e\u548c\u6a21\u578b\u5927\u5c0f\u65b9\u9762\u6269\u5c55ViT\u6a21\u578b\u7684\u4e0e\u8bad\u7ec3<\/strong>\uff0c\u65e8\u5728\u751f\u6210\u901a\u7528\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u4ece\u800c\u7b80\u5316\u4e0b\u6e38\u4efb\u52a1\u7684\u5fae\u8c03\u3002<\/p>\n\n\n\n

    \u5bf9SAM\u6a21\u578b\u7684\u67b6\u6784\u505a\u51fa\u7684\u8c03\u6574\u548c\u6539\u53d8<\/strong>\u4ee5\u9002\u5e943D\u56fe\u50cf<\/h2>\n\n\n\n

    \u5bf9SAM\u6a21\u578b\u7684\u67b6\u6784\u505a\u51fa\u7684\u8c03\u6574\u548c\u6539\u53d8<\/strong>\u4ee5\u9002\u5e943D\u56fe\u50cf\uff1a<\/p>\n\n\n\n

    AutoSAM\u9002\u914d\u5668\u7ed3\u6784<\/h2>\n\n\n\n

    \u5c3d\u7ba1\u57282D\u5f71\u50cf\u65b9\u9762SAM\u5df2\u7ecf\u8db3\u591f\u51fa\u8272\uff0c\u4f46\u662f\u5e94\u7528\u57283D\u56fe\u50cf\u4e0a\u6709\u4e00\u4e9b\u91cd\u5927\u7684\u95ee\u9898\u3002\u56e0\u4e3a\u6700\u521d\u7684SAM\u6a21\u578b\u4f9d\u8d56\u4e8e\u5207\u7247\u9884\u6d4b\uff0c\u6ca1\u6709\u8003\u8651\u5207\u7247\u7684\u7a7a\u95f4\u80cc\u666f\uff0c\u4ece\u800c\u5f71\u54cd\u4e86\u6a21\u578b\u5728\u590d\u6742\u533b\u5b66\u9886\u57df\u7684\u5b9e\u7528\u6027\u3002<\/strong> \u4e3a\u4e86\u80fd\u589e\u5f3a\u5904\u74063D\u5f71\u50cf\u7684\u80fd\u529b\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86AutoSAM\u9002\u914d\u5668\u3002<\/p>\n\n\n\n

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

    \u4f4d\u7f6e\u7f16\u7801\u589e\u5f3a\uff1a\u589e\u5f3a3D\u56fe\u50cf\u7684\u6df1\u5ea6\u4fe1\u606f<\/strong>\u3002\u901a\u8fc7\u7ed3\u5408\u9884\u8bad\u7ec3\u7684\u4e8c\u7ef4\u4f4d\u7f6e\u7f16\u7801\u548c\u65b0\u589e\u7684\u6df1\u5ea6\u7f16\u7801\uff0c\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u6bcf\u4e00\u4e2a\u70b9\u3002<\/p>\n\n\n\n

    Patch\u5d4c\u5165\u8c03\u6574\uff1a\u5c06\u4e8c\u7ef4\u56fe\u50cf\u5757\uff08patches\uff09\u7684\u5d4c\u5165\u65b9\u5f0f\u6269\u5c55\u5230\u4e09\u7ef4\u56fe\u50cf\u5757<\/strong>\u3002\u4f7f\u75281\u00d7k\u00d7k\u548ck\u00d71\u00d71\u7684\u5377\u79ef\u7ec4\u5408\u6765\u6a21\u62df\u4e09\u7ef4\u5377\u79ef\u6548\u679c\uff0c\u4ece\u800c\u51cf\u5c11\u53c2\u6570\u91cf\u5e76\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n

    Attention Block\u8c03\u6574\uff1a\u9002\u914d\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4ee5\u5904\u7406\u4e09\u7ef4\u7279\u5f81\u3002<\/strong>\u901a\u8fc7\u8c03\u6574queries\u7684\u5f62\u72b6\uff0c\u5c06\u4e8c\u7ef4\u8f93\u5165\u7684\u5927\u5c0f\u4ece[B,HW,C]\u4fee\u6539\u4e3a[B,DHW,C]\uff0c\u4f7f\u5176\u9002\u7528\u4e8e\u4e09\u7ef4\u8f93\u5165\uff0c\u4ece\u800c\u6355\u6349\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u5168\u5c40\u7279\u5f81\u3002<\/p>\n\n\n\n

    \u901a\u8fc7\u964d\u6295\u5f71\u548c\u5347\u6295\u5f71\u5c42\u6765\u5b9e\u73b0\u7279\u5f81\u7684\u8c03\u6574\u548c\u589e\u5f3a\u3002\u52a0\u5165\u6df1\u5ea63D\u5377\u79ef\u540e\uff0c\u9002\u914d\u5668\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u7ec6\u8282\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u4e09\u7ef4\u7a7a\u95f4\u610f\u8bc6\u3002<\/strong><\/p>\n\n\n\n

    \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u53ea\u8c03\u6574\u5377\u79ef\u5c42\u3001\u7a7a\u95f4\u9002\u914d\u5668\u548c\u5f52\u4e00\u5316\u5c42\u7684\u53c2\u6570\uff0c\u5176\u4f59\u53c2\u6570\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\u3002<\/strong>\u8fd9\u79cd\u65b9\u6cd5\u6709\u52a9\u4e8e\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u5185\u5b58\u6d88\u8017\uff0c\u540c\u65f6\u5145\u5206\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53c2\u6570<\/p>\n\n\n\n

    \u4f20\u7edf\u7684\u4f4d\u7f6e\u7f16\u7801\u6765\u8868\u793a\u63d0\u793a\u5bf9\u4e8e3D\u56fe\u50cf\u6765\u8bf4\u975e\u5e38\u8017\u65f6\uff0c\u56feC\u662f\u81ea\u52a8\u63d0\u793a\u751f\u6210\u5668\uff0c\u4f7f\u7528\u7684\u662fAPG\u3002\u63d0\u793a\u90e8\u5206\u4e0d\u4f7f\u7528\u624b\u52a8\u751f\u6210\u6216\u8005\u70b9\u548c\u8fb9\u754c\u6846\uff0c\u800c\u662f\u5728\u6700\u540e\u4e00\u4e2a\u6ce8\u610f\u529b\u5757\u548c\u7a7a\u95f4\u9002\u914d\u5668\u64cd\u4f5c\u4e4b\u540e\u76f4\u63a5\u83b7\u53d6\u8f93\u51fa\u7279\u5f81\u56fe\u3002<\/strong>\u81ea\u52a8\u63d0\u793a\u751f\u6210\u5668\u5b8c\u5168\u57fa\u4e8e3D UNet\uff0c\u62e5\u6709\u8f7b\u91cf\u7ea7\u7ed3\u6784\uff0c\u57fa\u4e8e3D\u7684\u5377\u79ef\u8fd0\u7b97\uff0c\u53ef\u4ee5\u8f7b\u677e\u4ece\u5934\u5f00\u59cb\u5b66\u4e60\u3002<\/p>\n\n\n\n

    \u539f\u672cSAM\u7684mask decoder<\/strong>\u88ab\u8bbe\u8ba1\u7684\u662f\u8f7b\u91cf\u7ea7\u7684\uff0c\u56e0\u4e3a\u4e3b\u8981\u5904\u7406\u7684\u662f2D\u56fe\u50cf\uff0c\u4e3b\u8981\u4f7f\u7528\u7684\u5c31\u662f2D\u5377\u79ef\u5c42\u3002\u5728\u6b64\u76f4\u63a5\u5c062D\u7684\u5377\u79ef\u5c42\u6362\u6210\u4e863D\u7684\u5377\u79ef\u5c42<\/strong>\u3002\u4e3a\u4e86\u4fdd\u6301\u8f7b\u91cf\u5316\uff0c\u7814\u7a76\u8005\u5728decoder\u4e2d\u52a0\u5165\u4e86\u591a\u5c42\u805a\u5408\u673a\u5236\uff08MLAM\uff09<\/strong>\u3002<\/p>\n\n\n\n

    SAM\u7684\u7f16\u7801\u5668ViT\u90e8\u5206\u5305\u542b\u4e86\u6574\u4e2a\u6a21\u578b\u53c2\u6570\u7684\u5f88\u5927\u4e00\u90e8\u5206<\/strong>\uff0c\u964d\u4f4eViT\u7f16\u7801\u5668\u7684\u6743\u91cd\u590d\u6742\u7a0b\u5ea6\u4ecd\u7136\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u6311\u6218<\/strong>\uff0c\u5bfc\u81f4\u5c06AutoSAM\u9002\u914d\u5668\u96c6\u6210\u5230POCT\u73af\u5883\u4e2d\u53d8\u5f97\u590d\u6742\u3002\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u5229\u7528\u77e5\u8bc6\u84b8\u998f\uff08KD\uff09\u6280\u672f\u7684\u6709\u6548\u6027\u548c\u533b\u5b66\u7ec6\u5206\u7279\u5b9a\u6a21\u578b\u7684\u53ef\u7528\u6027\uff0c\u5c06\u5927\u7ea6\u67096\u4ebf\u4e2a\u53c2\u6570\u7684AutoSAM\u9002\u914d\u5668\u8f6c\u79fb\u5230\u5177\u6709\u5927\u7ea6\u4e00\u5343\u4e07\u4e2a\u53c2\u6570\u7684\u66f4\u5c0f\u7684SwinUNETR\u6a21\u578b\u4e2d\u3002<\/strong>\u8be5\u65b9\u6cd5\u65e8\u5728\u7f29\u5c0f\u590d\u6742\u7684\u8d44\u6e90\u5bc6\u96c6\u578b\u6a21\u578b\u4e0e\u8d44\u6e90\u611f\u77e5\u80fd\u529b\u66f4\u5f3a\u7684\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u4ece\u800c\u4fc3\u8fdb\u76f4\u63a5\u5728\u60a3\u8005\u6240\u5728\u7684\u4f4d\u7f6e\u8fdb\u884c\u57fa\u4e8e\u4e09\u7ef4\u533b\u5b66\u5f71\u50cf\u5206\u5272\u7684\u5b9e\u7528\u8bca\u65ad\u3002<\/p>\n\n\n\n

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

    \u635f\u5931\u51fd\u6570\u7684\u5b9a\u4e49<\/h2>\n\n\n\n

    \u4f7f\u7528Dice\u548c\u4ea4\u53c9\u71b5\u635f\u5931\u6765\u7efc\u5408\u8bc4\u4f30\u9884\u6d4bmask\u548c\u771f\u5b9e\u60c5\u51b5\u4e4b\u95f4\u7684\u5bf9\u9f50\u7a0b\u5ea6<\/strong>\u3002\u5206\u5272\uff08segment head\uff09\u7684loss\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n\n

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

    \u52a0\u4e0a\u77e5\u8bc6\u84b8\u998f\u7684\u6280\u672f<\/strong>\uff0c\u7efc\u5408\u8ba1\u7b97\u603b\u635f\u5931\uff1a<\/p>\n\n\n\n

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

    MSE\u7684\u635f\u5931\u662f\u8f7b\u91cf\u7ea7\u5b66\u751f\u6a21\u578b\u548cAutoSAM\u9002\u914d\u5668\u6559\u5e08\u6a21\u578b\u7684\u9884\u5b9a\u6982\u7387\u4e4b\u95f4\u7684\u5747\u65b9\u8bef\u5dee\u3002\u03bb\u7684\u4f5c\u7528\u662f\u8c03\u8282\u8f7b\u91cf\u7ea7Swin-UNETR\u6a21\u578b\u5e94\u4eceAutoSAM\u9002\u914d\u5668\u751f\u6210\u7684\u9884\u6d4b\u7684mask\u548c\u57fa\u672c\u4e8b\u5b9e\u4e2d\u5b66\u4e60\u591a\u5c11\u7684\u8d85\u53c2\u6570\u3002\u8fd9\u6837\u5b50\u53ef\u4ee5\u5c06\u77e5\u8bc6\u4eceAutoSAM\u9002\u914d\u5668\u8f6c\u79fb\u5230SwinUNETR\u6a21\u578b\uff0c\u540c\u65f6\u5728\u4e24\u4e2a\u4fe1\u606f\u6e90\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n\n\n\n

    \u5b9e\u9a8c<\/h2>\n\n\n\n

    \u5728BTCV\u3001AMOS\u3001CT-ORG\u548c\u4e00\u4e2a\u79c1\u4eba\u673a\u6784\u9aa8\u76c6\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u5e76\u4e14\u4f7f\u7528Dice\u548cNSD\uff08Normalized Surface Dice\uff09\u6307\u6807\u8fdb\u884c\u6bd4\u8f83\u3002<\/strong><\/p>\n\n\n\n

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    AutoSAM\u9002\u914d\u5668\u7684\u5c40\u9650\u6027<\/h2>\n\n\n\n

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    \u3010Auto-Prompting SAM for Mobile Friendly 3D Medical Imag […]<\/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":[3,35,7,8,34],"class_list":["post-744","post","type-post","status-publish","format-standard","hentry","category-wxyd","tag-xxbj","tag-wxyd","tag-jjxx","tag-deeplearning","tag-lw"],"_links":{"self":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/744","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=744"}],"version-history":[{"count":7,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/744\/revisions"}],"predecessor-version":[{"id":1860,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/744\/revisions\/1860"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=744"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=744"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=744"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}