{"id":4928,"date":"2024-10-22T12:24:53","date_gmt":"2024-10-22T04:24:53","guid":{"rendered":"https:\/\/nullthought.net\/?p=4928"},"modified":"2024-12-25T14:30:34","modified_gmt":"2024-12-25T06:30:34","slug":"ct-foundation%ef%bc%9a%e9%80%9a%e8%bf%87%e7%94%9f%e6%88%90%e5%b5%8c%e5%85%a5%e5%90%91%e9%87%8f%ef%bc%88embedding-vector%ef%bc%89%ef%bc%8c%e5%8a%a9%e5%8a%9b%e7%a0%94%e7%a9%b6%e4%ba%ba%e5%91%98%e8%83%bd","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4928","title":{"rendered":"CT Foundation\uff1a\u901a\u8fc7\u751f\u6210\u5d4c\u5165\u5411\u91cf\uff08embedding vector\uff09\uff0c\u52a9\u529b\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5728\u8f83\u5c11\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u6761\u4ef6\u4e0b\uff0c\u5feb\u901f\u5f00\u53d1\u57fa\u4e8eCT\u5f71\u50cf\u7684AI\u6a21\u578b"},"content":{"rendered":"\n<p>Google Research\u56e2\u961f<a href=\"https:\/\/research.google\/blog\/taking-medical-imaging-embeddings-3d\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8fd1\u671f\u53d1\u5e03\u4e86CT Foundation\u5de5\u5177<\/a>\uff0c\u8be5\u5de5\u5177\u7684\u5f00\u53d1\u662f\u4e3a\u4e86\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5728\u66f4\u5c11\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u6761\u4ef6\u4e0b\uff0c\u5feb\u901f\u5f00\u53d1\u57fa\u4e8eCT\u5f71\u50cf\u7684AI\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"220\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-23-1024x220.png\" alt=\"\" class=\"wp-image-4929\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-23-1024x220.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-23-300x64.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-23-768x165.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-23-1536x329.png 1536w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-23.png 1660w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/research.google\/blog\/taking-medical-imaging-embeddings-3d\/\" target=\"_blank\" rel=\"noreferrer noopener\">Taking medical imaging embeddings 3D<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<p>CT\u626b\u63cf\uff08\u8ba1\u7b97\u673a\u65ad\u5c42\u626b\u63cf\uff09\u662f\u73b0\u4ee3\u533b\u5b66\u8bca\u65ad\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u83b7\u53d6\u4eba\u4f53\u4e0d\u540c\u89d2\u5ea6\u7684\u4e8c\u7ef4\u5207\u7247\u56fe\u50cf\uff0c\u91cd\u5efa\u6210\u4e09\u7ef4\u5f71\u50cf\uff0c\u5e2e\u52a9\u533b\u751f\u66f4\u597d\u5730\u8fdb\u884c\u8bca\u65ad\u548c\u6cbb\u7597\u51b3\u7b56\u3002CT\u626b\u63cf\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u91cd\u8981\u7684\u4e34\u5e8a\u4efb\u52a1\uff0c\u5982\u80ba\u764c\u7b5b\u67e5\u3001\u795e\u7ecf\u7cfb\u7edf\u75be\u75c5\u8bc4\u4f30\u3001\u521b\u4f24\u8bca\u65ad\u548c\u80f8\u90e8X\u5149\u5f02\u5e38\u7684\u540e\u7eed\u68c0\u67e5\u3002\u6bcf\u5e74\u5728\u7f8e\u56fd\u8fdb\u884c\u7684CT\u626b\u63cf\u591a\u8fbe7000\u4e07\u6b21\uff0c\u4f46\u7531\u4e8e\u5176\u4e09\u7ef4\u6570\u636e\u91cf\u5927\u3001\u89e3\u8bfb\u590d\u6742\uff0cCT\u5f71\u50cf\u7684\u5904\u7406\u4e0d\u4ec5\u5bf9\u653e\u5c04\u79d1\u533b\u751f\u6765\u8bf4\u8017\u65f6\u8d39\u529b\uff0c\u5bf9AI\u6a21\u578b\u7684\u8bad\u7ec3\u6765\u8bf4\u4e5f\u5177\u6709\u5f88\u5927\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u6311\u6218\u3002<\/p>\n\n\n\n<p>CT Foundation\u7684\u8bde\u751f\u6b63\u662f\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\u3002CT Foundation\u662f\u4e00\u4e2a\u5168\u65b0\u7684\u7814\u7a76\u5de5\u5177\uff0c\u65e8\u5728\u7b80\u53163D CT\u5f71\u50cf\u7684\u5904\u7406\u6d41\u7a0b\u3002<strong>\u8be5\u5de5\u5177\u901a\u8fc7\u63a5\u53d7\u6807\u51c6\u533b\u5b66\u5f71\u50cfDICOM\u683c\u5f0f\u7684CT\u626b\u63cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u751f\u6210\u4e00\u4e2a\u5305\u542b1408\u4e2a\u6570\u503c\u7684\u5d4c\u5165\u5411\u91cf\uff08embedding vector\uff09\u3002\u8fd9\u4e2a\u5d4c\u5165\u5411\u91cf\u6d53\u7f29\u4e86CT\u626b\u63cf\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5305\u62ec\u5668\u5b98\u3001\u7ec4\u7ec7\u4ee5\u53ca\u5f02\u5e38\u60c5\u51b5\uff0c\u4ece\u800c\u4e3a\u4e0b\u6e38\u7684\u5206\u7c7b\u4efb\u52a1\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u8f93\u5165\u3002<\/strong>\u8fd9\u79cd\u5d4c\u5165\u65b9\u6cd5\u80fd\u591f\u5728\u6570\u636e\u91cf\u8f83\u5c11\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u8bad\u7ec3\u51fa\u6027\u80fd\u826f\u597d\u7684AI\u6a21\u578b\u3002<\/p>\n\n\n\n<p>CT Foundation\u7684\u6838\u5fc3\u6280\u672f\u662f\u57fa\u4e8eVideoCoCa\u6a21\u578b\uff08\u89c6\u9891-\u6587\u672c\u8054\u5408\u7f16\u7801\u5668\uff09\uff0c\u5b83\u662f\u75312D\u7684CoCa\uff08Contrastive Captioners\uff09\u6a21\u578b\u53d1\u5c55\u800c\u6765\u7684\u3002CoCa\u6a21\u578b\u6700\u521d\u7528\u4e8e\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\uff0c\u901a\u8fc7\u7f16\u7801\u56fe\u50cf\u548c\u6587\u672c\u8f93\u5165\uff0c\u5c06\u5b83\u4eec\u8f6c\u6362\u4e3a\u4e00\u4e2a\u5171\u4eab\u7684\u5d4c\u5165\u7a7a\u95f4\u3002\u5b83\u901a\u8fc7\u4e24\u4e2a\u4e3b\u8981\u7684\u635f\u5931\u51fd\u6570\u8fdb\u884c\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Captioning Loss\uff08\u63cf\u8ff0\u635f\u5931\uff09<\/strong>\uff1a\u8861\u91cf\u6a21\u578b\u751f\u6210\u7684\u63cf\u8ff0\u4e0e\u5b9e\u9645\u63cf\u8ff0\u7684\u76f8\u4f3c\u5ea6\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u51c6\u786e\u751f\u6210\u4e0e\u56fe\u50cf\u5339\u914d\u7684\u6587\u672c\u63cf\u8ff0\u3002<\/li>\n\n\n\n<li><strong>Contrastive Loss\uff08\u5bf9\u6bd4\u635f\u5931\uff09<\/strong>\uff1a\u901a\u8fc7\u6700\u5c0f\u5316\u56fe\u50cf-\u6587\u672c\u5bf9\u4e4b\u95f4\u7684\u7f16\u7801\u8ddd\u79bb\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u56fe\u50cf\u5185\u5bb9\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>VideoCoCa\u6a21\u578b\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u6269\u5c55\uff0c\u5b83\u5904\u7406\u4e00\u7cfb\u5217CT\u5207\u7247\u56fe\u50cf\uff08\u7c7b\u4f3c\u89c6\u9891\u5e27\u5e8f\u5217\uff09\u5e76\u751f\u6210\u4e00\u4e2a\u7d27\u51d1\u7684\u5d4c\u5165\u5411\u91cf\u3002\u8fd9\u79cd\u8bbe\u8ba1\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u5904\u74063D\u4f53\u79ef\u5f71\u50cf\u6570\u636e\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u591a\u4e2a\u5207\u7247\u56fe\u50cf\u7684\u4fe1\u606f\u878d\u5408\u3002\u8bba\u6587\u6307\u51fa\uff0cCT Foundation\u7684\u8bad\u7ec3\u4f7f\u7528\u4e86\u8d85\u8fc750\u4e07\u53bb\u8eab\u4efd\u5316\u7684CT\u5f71\u50cf\u6570\u636e\uff0c\u6db5\u76d6\u4e86\u4ece\u5934\u90e8\u5230\u56db\u80a2\u7684\u591a\u4e2a\u8eab\u4f53\u90e8\u4f4d\u3002\u8fd9\u4e9b\u5f71\u50cf\u4e0e\u5bf9\u5e94\u7684\u653e\u5c04\u5b66\u62a5\u544a\u8fdb\u884c\u4e86\u914d\u5bf9\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u8db3\u591f\u7684\u76d1\u7763\u4fe1\u606f\uff0c\u4f7f\u5176\u80fd\u591f\u5b66\u4e60\u5230\u5f71\u50cf\u4e0e\u533b\u5b66\u8bca\u65ad\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>CT\u5f71\u50cf\u901a\u5e38\u5b58\u50a8\u4e3a\u4e00\u7cfb\u52172D DICOM\u683c\u5f0f\u7684\u5207\u7247\u56fe\u50cf\uff0cCT Foundation\u901a\u8fc7\u5c06\u8fd9\u4e9b\u5207\u7247\u56fe\u50cf\u7ec4\u5408\u6210\u4e00\u4e2a\u4e09\u7ef4\u4f53\u79ef\uff0c\u518d\u8fdb\u884c\u6a21\u578b\u63a8\u7406\uff0c\u751f\u6210\u4fe1\u606f\u4e30\u5bcc\u7684\u5d4c\u5165\u5411\u91cf\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API\u8c03\u7528\uff0c\u5c06CT\u626b\u63cf\u8f93\u5165\u7cfb\u7edf\uff0cCT Foundation\u81ea\u52a8\u5904\u7406\u8fd9\u4e9b\u6570\u636e\uff0c\u751f\u6210\u5d4c\u5165\u5411\u91cf\uff0c\u7701\u53bb\u4e86\u7814\u7a76\u4eba\u5458\u9884\u5904\u7406\u5f71\u50cf\u7684\u590d\u6742\u6b65\u9aa4\u3002<\/p>\n\n\n\n<p>CT Foundation\u5de5\u5177\u751f\u6210\u7684\u5d4c\u5165\u5411\u91cf\u975e\u5e38\u5c0f\uff0c\u53ea\u67091408\u4e2a\u6570\u503c\uff0c\u4e14\u5305\u542b\u4e86\u5173\u4e8eCT\u4f53\u79ef\u4e2d\u7684\u5668\u5b98\u3001\u7ec4\u7ec7\u4ee5\u53ca\u53ef\u80fd\u7684\u5f02\u5e38\u60c5\u51b5\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u8fd9\u79cd\u5d4c\u5165\u53ef\u4ee5\u4f5c\u4e3a\u4e0b\u6e38\u5206\u7c7b\u4efb\u52a1\u7684\u8f93\u5165\uff0c\u6bd4\u5982\u4f7f\u7528<strong>\u903b\u8f91\u56de\u5f52<\/strong>\u6216\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u7b49\u7b80\u5355\u7684\u5206\u7c7b\u5668\u8fdb\u884c\u8bad\u7ec3\u3002\u56e0\u4e3a\u6700\u7ec8\u7528\u6237\u53ea\u9700\u8bad\u7ec3\u8fd9\u4e9b\u8f83\u5c0f\u7684\u5206\u7c7b\u5668\uff0c\u800c\u4e0d\u9700\u8981\u5fae\u8c03\u6574\u4e2a3D\u6a21\u578b\uff0c\u56e0\u6b64\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u5927\u5e45\u51cf\u5c11\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30CT Foundation\u7684\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e03\u4e2a\u5206\u7c7b\u4efb\u52a1\uff0c\u6db5\u76d6\u4e86\u591a\u4e2a\u4e34\u5e8a\u76f8\u5173\u7684\u9886\u57df\uff0c\u5305\u62ec\u9885\u5185\u51fa\u8840\u3001\u5fc3\u810f\u9499\u5316\u3001\u80ba\u764c\u9884\u6d4b\u3001\u8179\u90e8\u75c5\u53d8\u3001\u80be\u7ed3\u77f3\u7b49\u3002\u8fd9\u4e9b\u4efb\u52a1\u7684\u6807\u7b7e\u5927\u90e8\u5206\u6765\u81ea\u4e34\u5e8a\u653e\u5c04\u62a5\u544a\uff0c\u80ba\u764c\u9884\u6d4b\u4efb\u52a1\u7684\u9633\u6027\u6807\u7b7e\u5219\u6765\u81ea2\u5e74\u5185\u901a\u8fc7\u75c5\u7406\u786e\u8ba4\u7684\u764c\u75c7\u7ed3\u679c\u3002\u6a21\u578b\u7684\u6027\u80fd\u901a\u8fc7AUC\uff08\u53d7\u8bd5\u8005\u5de5\u4f5c\u7279\u5f81\u66f2\u7ebf\u4e0b\u9762\u79ef\uff09\u8fdb\u884c\u8861\u91cf\uff0cAUC\u503c\u8303\u56f4\u57280.0\u52301.0\u4e4b\u95f4\uff0c1.0\u8868\u793a\u5b8c\u7f8e\u6a21\u578b\uff0c0.5\u8868\u793a\u968f\u673a\u731c\u6d4b\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5373\u4fbf\u662f\u5728\u6709\u9650\u7684\u8bad\u7ec3\u6570\u636e\u4e0b\uff0c\u4f7f\u7528CT Foundation\u751f\u6210\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u6a21\u578b\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e2d\u7684AUC\u503c\u90fd\u8d85\u8fc7\u4e860.8\uff0c\u5c55\u793a\u4e86\u5176\u5728\u533b\u5b66\u5f71\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\u7684\u9ad8\u6548\u6027\u548c\u6570\u636e\u5229\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<p>CT Foundation\u7684\u8bbe\u8ba1\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u6570\u636e\u5229\u7528\u6548\u7387\uff0c\u5e76\u964d\u4f4e\u4e86\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u3002\u7814\u7a76\u4eba\u5458\u53ea\u9700\u8981\u4f7f\u7528\u666e\u901a\u7684CPU\u5c31\u53ef\u4ee5\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\uff0c\u65e0\u9700\u6602\u8d35\u7684GPU\u8d44\u6e90\uff0c\u8fd9\u5bf9\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u7814\u7a76\u56e2\u961f\u6765\u8bf4\u5c24\u5176\u91cd\u8981\u3002\u6b64\u5916\uff0cCT Foundation\u81ea\u52a8\u5904\u7406\u590d\u6742\u7684DICOM\u683c\u5f0f\u6570\u636e\uff0c\u65e0\u9700\u7814\u7a76\u4eba\u5458\u81ea\u5df1\u9884\u5904\u7406\u5f71\u50cf\u6570\u636e\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u65e0\u8bba\u662f\u65b0\u624b\u7814\u7a76\u4eba\u5458\u8fd8\u662f\u6709\u7ecf\u9a8c\u7684\u5f00\u53d1\u4eba\u5458\uff0c\u90fd\u80fd\u591f\u5feb\u901f\u4e0a\u624b\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u6709\u9650\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u4e0b\u8fdb\u884c\u9ad8\u6548\u7684AI\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>CT Foundation\u4e0d\u4ec5\u4ec5\u53ef\u5e94\u7528\u5728CT\u5f71\u50cf\u5206\u7c7b\uff0c\u8fd8\u6709\u5176\u4ed6\u6f5c\u5728\u7684\u5e94\u7528\u573a\u666f\u3002CT Foundation\u53ef\u4ee5\u7528\u4e8e\u5feb\u901f\u539f\u578b\u5f00\u53d1\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u5feb\u901f\u8fed\u4ee3\u548c\u5b9e\u9a8c\u7684\u7814\u7a76\u73af\u5883\u4e2d\u3002\u6b64\u5916\uff0cCT Foundation\u8fd8\u53ef\u4ee5\u5e94\u7528\u4e8e\u5176\u4ed6\u591a\u6a21\u6001\u533b\u5b66AI\u4efb\u52a1\u4e2d\uff0c\u6bd4\u5982\u5c06\u5176\u4e0e\u6587\u672c\u62a5\u544a\u6216\u5176\u4ed6\u533b\u5b66\u6570\u636e\u7ed3\u5408\uff0c\u751f\u6210\u66f4\u590d\u6742\u7684\u8bca\u65ad\u6216\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n<p>CT Foundation\u7684\u53d1\u5e03\u6807\u5fd7\u77403D\u533b\u5b66\u5f71\u50cf\u5904\u7406\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u8fdb\u5c55\u3002\u5b83\u901a\u8fc7\u9ad8\u6548\u7684\u6570\u636e\u5229\u7528\u548c\u5d4c\u5165\u751f\u6210\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u5f00\u53d13D\u5f71\u50cfAI\u6a21\u578b\u7684\u95e8\u69db\uff0c\u4f7f\u5f97\u66f4\u591a\u7684\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5728\u6709\u9650\u8d44\u6e90\u4e0b\u4ece\u4e8b\u590d\u6742\u7684\u533b\u5b66\u5f71\u50cf\u4efb\u52a1\u3002\u7814\u7a76\u56e2\u961f\u671f\u5f85\u793e\u533a\u7684\u53cd\u9988\uff0c\u5e76\u5e0c\u671b\u770b\u5230CT Foundation\u5728\u533b\u5b66AI\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>CT Foundation tool on GitHub: <a href=\"https:\/\/github.com\/Google-Health\/imaging-research\/tree\/master\/ct-foundation\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/Google-Health\/imaging-research\/tree\/master\/ct-foundation<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Google Research\u56e2\u961f\u8fd1\u671f\u53d1\u5e03\u4e86CT Foundation\u5de5\u5177\uff0c\u8be5\u5de5\u5177\u7684\u5f00\u53d1\u662f\u4e3a\u4e86\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5728 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8,36],"tags":[39,45,90,80,66],"class_list":["post-4928","post","type-post","status-publish","format-standard","hentry","category-tech","category-36","tag-ai","tag-medicine","tag-multimodal","tag-cv","tag-google"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a> <a href=\"https:\/\/nullthought.net\/?cat=36\" rel=\"category\">\u79d1\u5b66<\/a>","rttpg_excerpt":"Google Research\u56e2\u961f\u8fd1\u671f\u53d1\u5e03\u4e86CT Foundation\u5de5\u5177\uff0c\u8be5\u5de5\u5177\u7684\u5f00\u53d1\u662f\u4e3a\u4e86\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5728&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4928","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4928"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4928\/revisions"}],"predecessor-version":[{"id":4930,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4928\/revisions\/4930"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4928"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4928"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4928"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}