{"id":34460,"date":"2024-12-07T01:56:24","date_gmt":"2024-12-06T17:56:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=34460"},"modified":"2024-12-07T01:56:24","modified_gmt":"2024-12-06T17:56:24","slug":"%e5%bc%80%e6%ba%903d%e5%8c%bb%e5%ad%a6%e5%a4%a7%e6%a8%a1%e5%9e%8bsat%ef%bc%8c%e6%94%af%e6%8c%81497%e7%b1%bb%e5%99%a8%e5%ae%98%ef%bc%8c%e6%80%a7%e8%83%bd%e8%b6%85%e8%b6%8a72%e4%b8%aannu-nets%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34460","title":{"rendered":"\u5f00\u6e903D\u533b\u5b66\u5927\u6a21\u578bSAT\uff0c\u652f\u6301497\u7c7b\u5668\u5b98\uff0c\u6027\u80fd\u8d85\u8d8a72\u4e2annU-Nets\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u53d1\u5e03"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-09-2\" target=\"_blank\">\u5f00\u6e903D\u533b\u5b66\u5927\u6a21\u578bSAT\uff0c\u652f\u6301497\u7c7b\u5668\u5b98\uff0c\u6027\u80fd\u8d85\u8d8a72\u4e2annU-Nets\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u53d1\u5e03<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2cb4a6066c21d677cb9383bb1f967a35.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2cb4a6066c21d677cb9383bb1f967a35.jpeg\"><\/a><\/p>\n<p>\u4f5c\u8005 | \u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u4e0a\u6d77<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5b9e\u9a8c\u5ba4<\/p>\n<p>\u7f16\u8f91 | ScienceAI<\/p>\n<p>\u8fd1\u65e5\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e\u4e0a\u6d77<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5b9e\u9a8c\u5ba4\u8054\u5408\u56e2\u961f\u53d1\u5e033D\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u5927\u6a21\u578bSAT\uff08Segment Anything in radiology scans, driven by Text prompts\uff09\uff0c\u57283D\u533b\u5b66\u56fe\u50cf\uff08CT\u3001MR\u3001PET\uff09\u4e0a\uff0c\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u5b9e\u73b0\u5bf9\u4eba\u4f53497\u79cd\u5668\u5b98\/\u75c5\u7076\u7684\u901a\u7528\u5206\u5272\u3002\u6240\u6709\u6570\u636e\u548c\u4ee3\u7801\u3001\u6a21\u578b\u5747\u5df2\u5f00\u6e90\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-edad2ebec5b8a42fcf5e060119e4defb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-edad2ebec5b8a42fcf5e060119e4defb.png\"><\/a><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<em>https:\/\/arxiv.org\/abs\/2312.17183<\/em><\/p>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1a<em>https:\/\/github.com\/zhaoziheng\/SAT<\/em><\/p>\n<p>\u6570\u636e\u94fe\u63a5\uff1a<em>https:\/\/github.com\/zhaoziheng\/SAT-DS\/<\/em><\/p>\n<p><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n<p>\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u5728\u8bca\u65ad\u3001\u624b\u672f<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u548c\u75be\u75c5\u76d1\u6d4b\u7b49\u4e00\u7cfb\u5217\u4e34\u5e8a\u4efb\u52a1\u4e2d\u90fd\u6709\u91cd\u8981\u4f5c\u7528\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u7814\u7a76\u9488\u5bf9\u6bcf\u4e2a\u7279\u5b9a\u7684\u5206\u5272\u4efb\u52a1\u8bad\u7ec3\u300c\u4e13\u7528\u300d\u6a21\u578b\uff0c\u5bfc\u81f4\u6bcf\u4e2a\u300c\u4e13\u7528\u300d\u6a21\u578b\u7684\u5e94\u7528\u8303\u56f4\u90fd\u76f8\u5bf9\u6709\u9650\uff0c\u65e0\u6cd5\u9ad8\u6548\u4fbf\u6377\u5730\u6ee1\u8db3\u5e7f\u6cdb\u591a\u6837\u7684\u533b\u7597\u5206\u5272\u9700\u6c42\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u6700\u8fd1\u5728\u533b\u7597\u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u800c\u8981\u8fdb\u4e00\u6b65\u63a8\u52a8\u901a\u7528\u533b\u7597<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u53d1\u5c55\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u4ee5\u8fde\u63a5\u8bed\u8a00\u548c\u5b9a\u4f4d\u80fd\u529b\u7684\u533b\u5b66\u5206\u5272\u5de5\u5177\u53d8\u5f97\u5341\u5206\u5fc5\u8981\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-011abb794cccdf149b91201f058dc3b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-011abb794cccdf149b91201f058dc3b1.png\"><\/a><\/p>\n<section>\u56fe 1\uff1aSAT\u4e0e\u73b0\u6709\u7684\u5206\u5272\u6846\u67b6\u6709\u672c\u8d28\u7684\u533a\u522b\u3002<\/section>\n<p>\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0c\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u548c\u4e0a\u6d77<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u7b2c\u4e00\u4e2a\u57fa\u4e8e\u77e5\u8bc6\u589e\u5f3a\uff0c\u4f7f\u7528\u6587\u672c\u63d0\u793a\u76843D\u533b\u7597\u56fe\u50cf\u901a\u7528\u5206\u5272\u6a21\u578b\uff0c\u540d\u4e3aSAT\uff08Segment Anything in radiology scans, driven by Text prompts\uff09\uff0c\u5e76\u505a\u51fa\u4e86\u4ee5\u4e0b<strong>\u4e09\u70b9\u4e3b\u8981\u8d21\u732e\uff1a<\/strong><\/p>\n<p>1. \u8be5\u7814\u7a76\u9996\u6b21\u63a2\u7d22\u5c06\u4eba\u4f53\u89e3\u5256\u5b66\u77e5\u8bc6\u6ce8\u5165\u6587\u672c\u7f16\u7801\u5668\uff0c\u4ee5\u7cbe\u51c6\u7f16\u7801\u89e3\u5256\u5b66\u672f\u8bed\uff0c\u5b9e\u73b0\u4e86\u901a\u8fc7\u6587\u672c\u63d0\u793a\u7684\u653e\u5c04\u5b66\u5f71\u50cf\u901a\u7528\u533b\u7597\u5206\u5272\u6a21\u578b\u3002<\/p>\n<p>2. \u8be5\u7814\u7a76\u6784\u5efa\u4e86\u7b2c\u4e00\u4e2a\u5305\u542b6K+\u4eba\u4f53\u89e3\u5256\u5b66\u6982\u5ff5\u7684\u591a\u6a21\u6001\u533b\u7597<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u540c\u65f6\uff0c\u6784\u5efa\u4e86\u5f53\u524d\u6700\u5927\u89c4\u6a21\u76843D\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u6570\u636e\u96c6\uff0c\u540d\u4e3aSAT-DS\uff0c\u6c47\u96c6\u4e8672\u4e2a\u516c\u5f00\u6570\u636e\u96c6\uff0c\u6765\u81eaCT\u3001MR\u548cPET\u4e09\u79cd\u6a21\u6001\u768422K+\u56fe\u50cf\uff0c302K+\u5206\u5272\u6807\u6ce8\uff0c\u6db5\u76d6\u4e86\u4eba\u4f538\u4e2a\u4e3b\u8981\u90e8\u4f4d\u4e2d\u7684497\u4e2a\u5206\u5272\u76ee\u6807\u3002<\/p>\n<p>3. \u57fa\u4e8eSAT-DS\uff0c\u8be5\u7814\u7a76\u8bad\u7ec3\u4e86\u4e24\u6b3e\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\uff1aSAT-Pro\uff08447M<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff09\u548cSAT-Nano\uff08110M<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff09\uff0c\u5e76\u8bbe\u8ba1\u5b9e\u9a8c\u4ece\u591a\u4e2a\u89d2\u5ea6\u9a8c\u8bc1\u4e86SAT\u7684\u4ef7\u503c\uff1aSAT\u7684\u6027\u80fd\u4e0e72\u4e2annU-Nets\u4e13\u5bb6\u6a21\u578b\u76f8\u5f53\uff08\u5728\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u5355\u72ec\u8c03\u53c2\u548c\u4f18\u5316\uff0c\u5171\u7ea62.2B<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff09\uff0c\u5e76\u5728\u57df\u5916\u6570\u636e\u4e0a\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff1bSAT\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u57fa\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u5206\u5272\u6a21\u578b\uff0c\u901a\u8fc7\u4e0b\u6e38\u5fae\u8c03\u8fc1\u79fb\u5230\u7279\u5b9a\u4efb\u52a1\u65f6\uff0c\u53ef\u4ee5\u8868\u73b0\u51fa\u6bd4nnU-Nets\u66f4\u597d\u7684\u6027\u80fd\uff1b\u6b64\u5916\uff0c\u4e0e\u57fa\u4e8ebox\u63d0\u793a\u7684MedSAM\u5bf9\u6bd4\uff0cSAT\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u53ef\u4ee5\u5b9e\u73b0\u66f4\u7cbe\u51c6\u3001\u66f4\u9ad8\u6548\u7684\u5206\u5272\uff1b\u6700\u540e\uff0c\u5728\u57df\u5916\u7684\u4e34\u5e8a\u6570\u636e\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u5c55\u793a\u4e86SAT\u53ef\u4ee5\u88ab\u7528\u4f5c\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u4ee3\u7406\u5de5\u5177\uff0c\u5728\u62a5\u544a\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u76f4\u63a5\u8d4b\u4e88\u540e\u8005\u5b9a\u4f4d\u548c\u5206\u5272\u7684\u80fd\u529b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u5c06\u4ece\u6570\u636e\u3001\u6a21\u578b\u4e0e\u5b9e\u9a8c\u7ed3\u679c\u4e09\u4e2a\u65b9\u9762\u4ecb\u7ecd\u539f\u6587\u7ec6\u8282\u3002<\/p>\n<p><strong>\u6570\u636e\u6784\u5efa<\/strong><\/p>\n<p><strong>\u591a\u6a21\u6001<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff1a<\/strong>\u4e3a\u4e86\u5b9e\u73b0\u7cbe\u51c6\u7f16\u7801\u89e3\u5256\u5b66\u672f\u8bed\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u6536\u96c6\u4e86\u4e00\u4e2a\u5305\u542b6K+\u4eba\u4f53\u89e3\u5256\u5b66\u6982\u5ff5\u7684\u591a\u6a21\u6001<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0c\u5176\u5185\u5bb9\u6765\u81ea\u4e8e\u4e09\u4e2a\u6765\u6e90\uff1a<\/p>\n<p>1. Unified Medical Language System\uff08UMLS\uff09\u662f\u7531\u7f8e\u56fd\u56fd\u5bb6\u533b\u5b66\u56fe\u4e66\u9986\u6784\u5efa\u7684\u751f\u7269\u533b\u5b66\u5b57\u5178\u3002\u7814\u7a76\u56e2\u961f\u4ece\u4e2d\u63d0\u53d6\u4e86\u8fd1230K\u7684\u751f\u7269\u533b\u5b66\u6982\u5ff5\u4e0e\u5b9a\u4e49\uff0c\u4ee5\u53ca\u6db5\u76d61M+\u6761\u76f8\u4e92\u5173\u7cfb\u7684<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002<\/p>\n<p>2. \u7f51\u7edc\u4e0a\u7684\u6743\u5a01\u89e3\u5256\u5b66\u77e5\u8bc6\u3002\u7814\u7a76\u56e2\u961f\u7b5b\u9009\u4e866502\u4e2a\u4eba\u4f53\u89e3\u5256\u5b66\u6982\u5ff5\uff0c\u5e76\u501f\u52a9\u68c0\u7d22\u589e\u5f3a\u7684\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4ece\u7f51\u7edc\u4e0a\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u83b7\u53d6\u4e866K+\u6982\u5ff5\u4e0e\u5b9a\u4e49\uff0c\u6db5\u76d6\u4e8638K+\u89e3\u5256\u7ed3\u6784\u76f8\u4e92\u5173\u7cfb\u7684<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002<\/p>\n<p>3. \u516c\u5f00\u7684\u5206\u5272\u6570\u636e\u96c6\u3002\u7814\u7a76\u56e2\u961f\u6536\u96c6\u4e86\u5927\u89c4\u6a21\u7684\u516c\u5f003D\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u6570\u636e\u96c6\uff0c\u5c06\u5206\u5272\u533a\u57df\u901a\u8fc7\u89e3\u5256\u5b66\u6982\u5ff5\uff08\u7c7b\u522b\u6807\u7b7e\uff09\u4e0e\u4e0a\u8ff0\u6587\u672c<mark data-type=\"concepts\" data-id=\"6d74712b-ff57-46af-bd46-cd8e9fc29d20\">\u77e5\u8bc6\u5e93<\/mark>\u4e2d\u7684\u77e5\u8bc6\u5bf9\u5e94\u8fde\u63a5\uff0c\u63d0\u4f9b\u89c6\u89c9\u77e5\u8bc6\u5bf9\u7167\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-40d6e4426f2c19ac33369abe03f815a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-40d6e4426f2c19ac33369abe03f815a0.png\"><\/a><\/p>\n<section>\u56fe 2\uff1a\u591a\u6a21\u6001\u4eba\u4f53\u89e3\u5256\u5b66<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002<\/section>\n<p><strong>SAT-DS\uff1a<\/strong>\u4e3a\u4e86\u8bad\u7ec3\u901a\u7528\u5206\u5272\u6a21\u578b\uff0c\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u9886\u57df\u5185\u6700\u5927\u89c4\u6a21\u76843D\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u6570\u636e\u96c6\u5408SAT-DS\u3002\u7279\u522b\u7684\uff0c72\u4e2a\u591a\u6837\u7684\u516c\u5f00\u5206\u5272\u6570\u636e\u96c6\u88ab\u6536\u96c6\u5e76\u6574\u7406\uff0c\u603b\u8ba1\u5305\u62ec22186\u4f8b3D\u56fe\u50cf\uff0c302033\u4e2a\u5206\u5272\u6807\u6ce8\uff0c\u6765\u81eaCT\u3001MR\u548cPET\u4e09\u79cd\u6a21\u6001\uff0c\u4ee5\u53ca\u6db5\u76d6\u4eba\u4f538\u4e2a\u4e3b\u8981\u533a\u57df\u7684497\u4e2a\u5206\u5272\u7c7b\u522b\uff08\u89e3\u5256\u5b66\u7ed3\u6784\u6216\u75c5\u7076\uff09\u3002<\/p>\n<p>\u4e3a\u4e86\u5c3d\u53ef\u80fd\u964d\u4f4e\u5f02\u6784\u6570\u636e\u96c6\u95f4\u7684\u5dee\u5f02\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u4e0d\u540c\u6570\u636e\u96c6\u95f4\u7684\u65b9\u5411\u3001\u4f53\u7d20\u95f4\u8ddd\u3001\u7070\u5ea6\u503c\u7b49\u56fe\u50cf\u5c5e\u6027\u8fdb\u884c\u4e86\u6807\u51c6\u5316\uff0c\u7528\u7edf\u4e00\u7684\u89e3\u5256\u5b66\u672f\u8bed\u7cfb\u7edf\u547d\u540d\u4e86\u4e0d\u540c\u6570\u636e\u96c6\u4e2d\u7684\u5206\u5272\u7c7b\u522b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3931b907979edc86ee29d2ac92c35857.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3931b907979edc86ee29d2ac92c35857.png\"><\/a><\/p>\n<p>\u56fe 3\uff1aSAT-DS\u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u76843D\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u6570\u636e\u96c6\u5408\uff0c\u6db5\u76d6\u4eba\u4f538\u4e2a\u4e3b\u8981\u533a\u57df\u5171497\u4e2a\u5206\u5272\u7c7b\u522b\u3002<\/p>\n<p><strong>\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n<p><strong>\u77e5\u8bc6\u6ce8\u5165\uff1a<\/strong>\u4e3a\u4e86\u6784\u5efa\u53ef\u4ee5\u7cbe\u51c6\u7f16\u7801\u89e3\u5256\u5b66\u672f\u8bed\u7684\u63d0\u793a\u7f16\u7801\u5668\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u5c06\u591a\u6a21\u6001\u89e3\u5256\u5b66\u77e5\u8bc6\u7528\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u5f0f\u6ce8\u5165\u5230\u6587\u672c\u7f16\u7801\u5668\u3002<\/p>\n<p>\u5982\u4e0b\u56fea\u6240\u793a\uff0c\u7528\u89e3\u5256\u5b66\u6982\u5ff5\u5c06\u591a\u6a21\u6001\u77e5\u8bc6\u8fde\u63a5\u6210\u5bf9\uff0c\u968f\u540e\u4f7f\u7528\u89c6\u89c9\u7f16\u7801\u5668\uff08visual encoder\uff09\u548c\u6587\u672c\u7f16\u7801\u5668\uff08text encoder\uff09\u5206\u522b\u7f16\u7801\u89c6\u89c9\u548c\u6587\u672c\u77e5\u8bc6\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u5728\u7279\u5f81\u7a7a\u95f4\u4e2d\u5c06\u89e3\u5256\u5b66\u7ed3\u6784\u7684\u89c6\u89c9\u7279\u5f81\u548c\u6587\u672c\u77e5\u8bc6\u5bf9\u9f50\uff0c\u5e76\u6784\u5efa\u89e3\u5256\u5b66\u7ed3\u6784\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u5b66\u4e60\u5230\u5bf9\u89e3\u5256\u5b66\u6982\u5ff5\u7684\u66f4\u597d\u7f16\u7801\uff0c\u4f5c\u4e3a\u63d0\u793a\u5f15\u5bfc\u89c6\u89c9\u5206\u5272\u6a21\u578b\u7684\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u7684\u901a\u7528\u5206\u5272\uff1a<\/strong>\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u7684\u901a\u7528\u5206\u5272\u6a21\u578b\u6846\u67b6\uff0c\u5982\u4e0b\u56feb\u6240\u793a\uff0c\u5305\u542b\u6587\u672c\u7f16\u7801\u5668\u3001\u89c6\u89c9\u7f16\u7801\u5668\u3001\u89c6\u89c9\u89e3\u7801\u5668\u4e0e\u63d0\u793a\u89e3\u7801\u5668\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u8003\u8651\u5230\u540c\u4e00\u89e3\u5256\u7ed3\u6784\u5728\u4e0d\u540c\u56fe\u50cf\u4e2d\u5b58\u5728\u5dee\u5f02\uff0c\u63d0\u793a\u89e3\u7801\u5668\uff08query decoder\uff09\u4f7f\u7528\u89c6\u89c9\u7f16\u7801\u5668\u8f93\u51fa\u7684\u56fe\u50cf\u7279\u5f81\u589e\u5f3a\u89e3\u5256\u5b66\u6982\u5ff5\u7279\u5f81\uff0c\u5373\u5206\u5272\u63d0\u793a\u3002\u6700\u540e\uff0c\u5728\u5206\u5272\u63d0\u793a\u4e0e\u89c6\u89c9\u89e3\u7801\u5668\u8f93\u51fa\u7684\u50cf\u7d20\u7ea7\u7279\u5f81\u95f4\u8ba1\u7b97\u70b9\u79ef\uff0c\u5f97\u5230\u5206\u5272\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1f005c709b9c25f8448915e84adeb41a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1f005c709b9c25f8448915e84adeb41a.png\"><\/a><\/p>\n<section>\u56fe 4\uff1aSAT\u7684\u6784\u5efa\u5206\u4e3a\u77e5\u8bc6\u6ce8\u5165\u548c\u5206\u5272\u8bad\u7ec3\u4e24\u6b65\u3002<\/section>\n<p><strong>\u6a21\u578b\u6d4b\u8bc4<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u5c06SAT\u4e0e\u4e24\u4e2a\u4ee3\u8868\u6027\u7684\u65b9\u6cd5\u8fdb\u884c\u5bf9\u6bd4\uff0c\u5373\u300c\u4e13\u7528\u300d\u6a21\u578bnnU-Nets\u548c\u4ea4\u4e92\u5f0f\u901a\u7528\u5206\u5272\u6a21\u578bMedSAM\u3002\u6d4b\u8bc4\u5305\u542b\u4e86\u57df\u5185\u6570\u636e\u96c6\u6d4b\u8bd5\uff08\u7efc\u5408\u5206\u5272\u6027\u80fd\uff09\u4e0ezero-shot\u57df\u5916\u6570\u636e\u96c6\u6d4b\u8bd5\uff08\u8de8\u4e2d\u5fc3<mark data-type=\"tech_tasks\" data-id=\"b93c31c0-564c-45f5-8da0-c69d7ca25a6d\">\u6570\u636e\u8fc1\u79fb<\/mark>\u80fd\u529b\uff09\u4e24\u65b9\u9762\uff0c\u8bc4\u6d4b\u7ed3\u679c\u4ece\u6570\u636e\u96c6\u3001\u7c7b\u522b\u548c\u4eba\u4f53\u533a\u57df\u4e09\u4e2a\u5c42\u9762\u8fdb\u884c\u4e86\u6574\u5408\uff1a<\/p>\n<ul>\n<li>\n<p>\u7c7b\u522b\uff1a\u4e0d\u540c\u6570\u636e\u96c6\u4e4b\u95f4\u76f8\u540c\u7c7b\u522b\u7684\u5206\u5272\u7ed3\u679c\u8fdb\u884c\u6c47\u603b\u3001\u5e73\u5747\uff1b<\/p>\n<\/li>\n<li>\n<p>\u533a\u57df\uff1a\u57fa\u4e8e\u7c7b\u522b\u7ed3\u679c\uff0c\u5c06\u540c\u4e00\u4eba\u4f53\u89e3\u5256\u533a\u57df\u5185\u7684\u7c7b\u522b\u7ed3\u679c\u8fdb\u884c\u6c47\u603b\u3001\u5e73\u5747\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u96c6\uff1a\u4f20\u7edf\u7684\u5206\u5272\u6a21\u578b\u8bc4\u4f30\u65b9\u5f0f\uff0c\u540c\u4e00\u6570\u636e\u96c6\u5185\u7684\u5206\u5272\u7ed3\u679c\u8fdb\u884c\u5e73\u5747\uff1b<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u4e0e\u4e13\u7528\u6a21\u578bnnU-Nets\u7684\u5bf9\u6bd4\u5b9e\u9a8c<\/strong><\/p>\n<p>\u4e3a\u4e86\u6700\u5927\u5316nnU-Nets\u7684\u6027\u80fd\uff0c\u8be5\u7814\u7a76\u5728\u6bcf\u4e2a\u5355\u72ec\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3nnU-Nets\u5e76\u4e0eSAT\u5bf9\u6bd4\uff0c\u5177\u4f53\u8bbe\u5b9a\u5982\u4e0b\uff1a<\/p>\n<p>1. \u5728\u57df\u5185\u6d4b\u8bd5\u4e2d\uff0c\u4f7f\u7528SAT-DS\u4e2d\u7684\u5168\u90e872\u4e2a\u6570\u636e\u96c6\u8fdb\u884c\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u3002\u5bf9\u4e8eSAT\uff0c\u4f7f\u752872\u4e2a\u8bad\u7ec3\u96c6\u7684\u603b\u548c\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u572872\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff1b\u5bf9\u4e8ennU-Nets\uff0c\u6c47\u603b72\u4e2annU-Nets\u5728\u5404\u81ea\u6d4b\u8bd5\u96c6\u4e0a\u7684\u7ed3\u679c\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\u3002<\/p>\n<p>2. \u5728\u57df\u5916\u6d4b\u8bd5\u4e2d\uff0c\u8fdb\u4e00\u6b65\u5212\u520672\u4e2a\u6570\u636e\u96c6\uff0c\u4f7f\u7528\u5176\u4e2d\u768449\u4e2a\u6570\u636e\u96c6\uff08\u547d\u540d\u4e3aSAT-DS-Nano\uff09\u7684\u8bad\u7ec3\u96c6\u8bad\u7ec3SAT-Nano\uff0c\u572810\u4e2a\u57df\u5916\u7684\u6d4b\u8bd5\u96c6\u4e0azero-shot\u6d4b\u8bd5\uff1b\u5bf9\u4e8ennU-Nets\uff0c\u4f7f\u752849\u4e2annU-Nets\u572810\u4e2a\u57df\u5916\u6d4b\u8bd5\u96c6\u4e0a\u6d4b\u8bd5\u5e76\u6c47\u603b\u7ed3\u679c\u3002<\/p>\n<section>\u8868 1\uff1aSAT-Pro\u3001SAT-Nano\u3001SAT-Pro-Ft\u4e0ennU-Nets\u7684\u57df\u5185\u6d4b\u8bd5\u5bf9\u6bd4\uff0c\u7ed3\u679c\u4ee5\u533a\u57df\u6216\u75c5\u7076\u4e3a\u5355\u4f4d\u6574\u5408\u3002H&amp;N\u4ee3\u8868Head and Neck\uff0cUL\u4ee3\u8868Upper Limb\uff0cLL\u4ee3\u8868Lower Limb\u3002\u5728\u591a\u4e2a\u533a\u57df\u51fa\u73b0\u7684\u7c7b\u522b\u5f52\u4e3aWhole Body\uff08WB\uff09\uff0cAll\u4ee3\u8868497\u4e2a\u7c7b\u522b\u7684\u5e73\u5747\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6a346cc890e35917feb8175b230f16f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6a346cc890e35917feb8175b230f16f3.png\"><\/a><\/section>\n<p><strong>\u57df\u5185\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/strong>\u4ece\u88681\u53ef\u4ee5\u770b\u5230\uff0cSAT-Pro\u5728\u57df\u5185\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u4e0e72\u4e2annU-Nets\u5341\u5206\u63a5\u8fd1\u7684\u6027\u80fd\uff0c\u5e76\u5728\u591a\u4e2a\u533a\u57df\u4e0a\u8d85\u8d8annU-Nets\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cSAT\u53ef\u4ee5\u4ec5\u7528\u4e00\u4e2a\u6a21\u578b\u5b8c\u621072\u4e2a\u5206\u5272\u4efb\u52a1\uff0c\u5e76\u5728\u6a21\u578b\u5c3a\u5bf8\u4e0a\u8fdc\u5c0f\u4e8ennU-Nets\u7684\u96c6\u5408\uff08\u5982\u4e0b\u56fec\u6240\u793a\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bfb69657099b67c593481c8d0d1a4687.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bfb69657099b67c593481c8d0d1a4687.png\"><\/a><\/p>\n<section>\u56fe 5\uff1aSAT-Pro\u3001SAT-Nano\u4e0ennU-Nets\u7684\u7efc\u5408\u5bf9\u6bd4\u3002<\/section>\n<p><strong>Fine-tuning\u8fc1\u79fb\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/strong>\u8be5\u7814\u7a76\u8fdb\u4e00\u6b65\u5c06SAT-Pro\u5728\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u5355\u72ecfine-tune\u540e\u8fdb\u884c\u6d4b\u8bd5\uff0c\u547d\u540d\u4e3aSAT-Pro-Ft\u3002\u4ece\u88681\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cSAT-Pro-Ft\u76f8\u6bd4SAT-Pro\u5728\u6240\u6709\u533a\u57df\u4e0a\u90fd\u6709\u4e86\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5e76\u5728\u603b\u4f53\u6027\u80fd\u4e0a\u8d85\u8fc7\u4e86nnU-Nets\u3002<\/p>\n<p><strong>\u57df\u5916\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/strong>\u5982\u88682\u6240\u793a\uff0cSAT-Nano\u572810\u4e2a\u6570\u636e\u96c620\u4e2a\u6307\u6807\u4e2d\u768419\u9879\u4e0a\u8d85\u8fc7\u4e86nnU-Nets\uff0c\u8868\u73b0\u51fa\u6574\u4f53\u66f4\u5f3a\u7684\u8fc1\u79fb\u80fd\u529b\u3002<\/p>\n<p>\u8868 2\uff1aSAT-Nano\u4e0ennU-Nets\u3001MedSAM\u7684\u57df\u5916\u6d4b\u8bd5\u5bf9\u6bd4\uff0c\u7ed3\u679c\u4ee5\u6570\u636e\u96c6\u4e3a\u5355\u4f4d\u5448\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-427165ca79ee52c039e619c8a0fb2d6c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-427165ca79ee52c039e619c8a0fb2d6c.png\"><\/a><\/p>\n<p><strong>\u4e0e\u4ea4\u4e92\u5f0f\u5206\u5272\u6a21\u578bMedSAM\u7684\u5bf9\u6bd4\u5b9e\u9a8c<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u76f4\u63a5\u4f7f\u7528MedSAM\u7684\u516c\u5f00checkpoint\u8fdb\u884c\u6d4b\u8bd5\u548cSAT\u5bf9\u6bd4\uff0c\u5177\u4f53\u8bbe\u5b9a\u5982\u4e0b\uff1a<\/p>\n<p>1. \u5728\u57df\u5185\u6d4b\u8bd5\u4e2d\uff0c\u4ece72\u4e2a\u6570\u636e\u96c6\u4e2d\u8fdb\u4e00\u6b65\u7b5b\u9009\u4e8632\u4e2aMedSAM\u8bad\u7ec3\u4e2d\u4f7f\u7528\u8fc7\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n<p>2. \u5728\u57df\u5916\u6d4b\u8bd5\u4e2d\uff0c\u7b5b\u9009\u4e865\u4e2aMedSAM\u8bad\u7ec3\u4e2d\u6ca1\u6709\u4f7f\u7528\u8fc7\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n<p>\u5bf9\u4e8eMedSAM\uff0c\u8003\u8651\u4e24\u79cd\u4e0d\u540c\u7684Box\u63d0\u793a: \u4f7f\u7528\u5305\u542bground truth\u5206\u5272\u7684\u6700\u5c0f\u77e9\u5f62\uff08Oracle Box\uff09 \uff0c\u8bb0\u4e3aMedSAM\uff08Tight\uff09\uff1b\u5728Oracle Box\u57fa\u7840\u4e0a\u52a0\u5165\u968f\u673a\u504f\u79fb\uff0c\u8bb0\u4e3aMedSAM\uff08Loose\uff09\u3002\u540c\u65f6\u6d4b\u8bd5Oracle Box\u76f4\u63a5\u4f5c\u4e3a\u9884\u6d4b\u7684\u6548\u679c\u3002\u5bf9\u4e8eSAT\uff0c\u76f4\u63a5\u6cbf\u7528nnU-Nets\u5bf9\u6bd4\u5b9e\u9a8c\u4e2d\u7684\u6a21\u578b\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\uff0c\u4e0d\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u57df\u5185\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/strong>\u5982\u88683\u6240\u793a\uff0cSAT-Pro\u51e0\u4e4e\u5728\u6240\u6709\u7684\u533a\u57df\u4e0a\u90fd\u6bd4MedSAM\u8868\u73b0\u66f4\u597d\uff0c\u4e14\u7efc\u5408\u8868\u73b0\u6765\u770bSAT-Pro\u548cSAT-Nano\u7684\u6027\u80fd\u90fd\u4f18\u4e8eMedSAM\u3002\u5c3d\u7ba1\u5728\u75c5\u7076\u4e0aSAT-Pro\u8868\u73b0\u4e0d\u5982MedSAM\uff0cOracle Box\u672c\u8eab\u4f5c\u4e3a\u9884\u6d4b\u5728\u75c5\u7076\u4e0a\u7684\u8868\u73b0\u4e5f\u8db3\u591f\u597d\uff0c\u751a\u81f3\u5728DSC\u4e0a\u8d85\u8d8a\u4e86MedSAM\u3002\u8fd9\u8868\u660eMedSAM\u5728\u75c5\u7076\u7684\u5206\u5272\u4e0a\u7684\u66f4\u4f18\u6027\u80fd\u5f88\u53ef\u80fd\u6765\u81ea\u4e8eBox\u63d0\u793a\u7684\u5f3a\u5148\u9a8c\u4fe1\u606f\u3002<\/p>\n<p>\u8868 3\uff1aSAT-Pro\u3001SAT-Nano\u4e0eMedSAM\u7684\u57df\u5185\u6d4b\u8bd5\u5bf9\u6bd4\uff0c\u7ed3\u679c\u4ee5\u533a\u57df\u6216\u75c5\u7076\u4e3a\u5355\u4f4d\u6574\u5408\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dc8f24e0c1a7f0ccd97e0955d7a24e3d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dc8f24e0c1a7f0ccd97e0955d7a24e3d.png\"><\/a><\/p>\n<p><strong>\u5b9a\u6027\u6bd4\u8f83\uff1a<\/strong>\u56fe6\u4ece\u57df\u5185\u6d4b\u8bd5\u7684\u7ed3\u679c\u4e2d\u6311\u9009\u4e86\u4e24\u4e2a\u5178\u578b\u4f8b\u5b50\u8fdb\u884c\u53ef\u89c6\u5316\u5c55\u793a\uff0c\u8fdb\u4e00\u6b65\u5bf9\u6bd4SAT\u548cMedSAM\u3002\u5982\u56fe6\u4e0a\u6240\u793a\uff0c\u5728\u5bf9\u5fc3\u808c\u7684\u5206\u5272\u4e2d\uff0cBox\u63d0\u793a\u5f88\u96be\u533a\u5206\u5fc3\u808c\u548c\u88ab\u5fc3\u808c\u5305\u88f9\u7684\u5fc3\u5ba4\uff0c\u56e0\u6b64MedSAM\u4e5f\u9519\u8bef\u5c06\u4e24\u8005\u4e00\u8d77\u5206\u5272\u4e86\u51fa\u6765\uff0c\u8fd9\u8868\u660eBox\u63d0\u793a\u5728\u7c7b\u4f3c\u7684\u590d\u6742\u7a7a\u95f4\u5173\u7cfb\u4e2d\u5f88\u5bb9\u6613\u6709\u6b67\u4e49\uff0c\u5bfc\u81f4\u5206\u5272\u4e0d\u7cbe\u51c6\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u57fa\u4e8e\u6587\u672c\u63d0\u793a\uff08\u76f4\u63a5\u8f93\u5165\u89e3\u5256\u7ed3\u6784\u7684\u540d\u5b57\uff09\u7684SAT\u53ef\u4ee5\u7cbe\u51c6\u5730\u533a\u5206\u5fc3\u808c\u548c\u5fc3\u5ba4\u3002\u6b64\u5916\uff0c\u5728\u56fe6\u4e0b\u5c55\u793a\u7684\u80a0\u9053\u80bf\u7624\u5206\u5272\u4e2d\u53ef\u4ee5\u770b\u5230\uff0cOracle Box\u5bf9\u4e8e\u75c5\u7076\u76ee\u6807\u6765\u8bf4\u5df2\u7ecf\u662f\u5f88\u597d\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u800cMedSAM\u7684\u5206\u5272\u7ed3\u679c\u53ef\u80fd\u4e0d\u4f1a\u6bd4\u6240\u5f97\u5230\u7684Box\u63d0\u793a\u66f4\u597d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bf21aabf786ad5f399ab0f66b277b6e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bf21aabf786ad5f399ab0f66b277b6e4.png\"><\/a><\/p>\n<p>\u56fe 6\uff1aSAT-Pro\u4e0eMedSAM\uff08Tight\uff09\u7684\u5b9a\u6027\u6bd4\u8f83\u3002\u5176\u4e2dMedSAM\u4f7f\u7528Oracle Box\u4f5c\u4e3a\u63d0\u793a\uff0cBox\u7528\u84dd\u8272\u6807\u8bc6\u3002\u7b2c\u4e00\u884c\u5c55\u793a\u4e86\u4e00\u4e2a\u5fc3\u808c\u5206\u5272\u7684\u4f8b\u5b50\uff1b\u7b2c\u4e8c\u884c\u5c55\u793a\u4e86\u4e00\u4e2a\u80a0\u9053\u80bf\u7624\u5206\u5272\u7684\u4f8b\u5b50\u3002<\/p>\n<p><strong>\u57df\u5916\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/strong>\u5982\u88682\u6240\u793a\uff0c\u4e0eMedSAM\uff08Tight\uff09\u76f8\u6bd4\uff0cSAT-Nano\u57285\u4e2a\u6570\u636e\u96c6\u517110\u4e2a\u6307\u6807\u4e2d\u76845\u4e2a\u4e0a\u8d85\u8fc7\u4e86MedSAM\u3002\u800cMedSAM\uff08Loose\uff09\u5728\u6240\u6709\u6307\u6807\u4e0a\u90fd\u6709\u660e\u663e\u7684\u6027\u80fd\u4e0b\u964d\uff0c\u8868\u660eMedSAM\u5bf9\u4e8e\u7528\u6237\u8f93\u5165\u7684Box\u63d0\u793a\u7684\u504f\u79fb\u6bd4\u8f83\u654f\u611f\u3002<\/p>\n<p><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n<p>\u5728\u8bbe\u8ba1SAT\u65f6\uff0c\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\u548c\u6587\u672c\u7f16\u7801\u5668\u662f\u4e24\u4e2a\u5173\u952e\u7684\u90e8\u5206\uff0c\u8be5\u7814\u7a76\u5c1d\u8bd5\u5728SAT\u6846\u67b6\u4e2d\u4f7f\u7528\u4e0d\u540c\u7684\u89c6\u89c9\u7f51\u7edc\u7ed3\u6784\u6216\u6587\u672c\u7f16\u7801\u5668\uff0c\u901a\u7528\u6d88\u878d\u5b9e\u9a8c\u6765\u63a2\u8ba8\u5b83\u4eec\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u4e3a\u4e86\u8282\u7701\u5b9e\u9a8c\u7684\u5f00\u9500\uff0c\u6d88\u878d\u5b9e\u9a8c\u4e2d\u7684\u6240\u6709SAT\u6a21\u578b\u8bad\u7ec3\u548c\u6d4b\u8bd5\u90fd\u5728\u5305\u542b49\u4e2a\u6570\u636e\u96c6\u7684SAT-DS-Nano\u4e0a\u8fdb\u884c\uff0c\u5b83\u5305\u542b\u4e8613303\u4e2a3D\u56fe\u50cf\uff0c151461\u4e2a\u5206\u5272\u6807\u6ce8\uff0c\u4ee5\u53ca429\u4e2a\u5206\u5272\u7c7b\u522b\u3002<\/p>\n<p><strong>\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\uff1a<\/strong>\u5728SAT-Nano\u7684\u6846\u67b6\u4e0b\uff0c\u8be5\u7814\u7a76\u9009\u7528\u4e86\u4e09\u79cd\u4e3b\u6d41\u7684\u5206\u5272\u7f51\u7edc\u7ed3\u6784\u8fdb\u884c\u5bf9\u6bd4\uff0c\u5373U-Net\uff08110M<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff09\uff0cSwinUNETR\uff08107M<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff09\u548cU-Mamba\uff08114M<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff09\u3002\u4e3a\u4e86\u516c\u5e73\u5bf9\u6bd4\uff0c\u8be5\u6d88\u878d\u5b9e\u9a8c\u4e2d\u63a7\u5236\u5b83\u4eec\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u5927\u81f4\u63a5\u8fd1\u3002\u540c\u65f6\u4e3a\u4e86\u8ba1\u7b97\u5f00\u9500\uff0c\u7701\u7565\u4e86\u77e5\u8bc6\u6ce8\u5165\u7684\u6b65\u9aa4\uff0c\u76f4\u63a5\u4f7f\u7528MedCPT\uff08MedCPT\u662f\u57fa\u4e8ePubMed\u6587\u732e\uff0c\u4f7f\u7528225M\u79c1\u6709\u7528\u6237\u70b9\u51fb\u6570\u636e\u8bad\u7ec3\u7684\u6587\u672c\u7f16\u7801\u5668\uff0c\u5728\u4e00\u7cfb\u5217\u533b\u7597\u8bed\u8a00\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6700\u597d\u7684\u6027\u80fd\uff09\u4f5c\u4e3a\u6587\u672c\u7f16\u7801\u5668\u751f\u6210\u63d0\u793a\u3002\u4e09\u79cd\u53d8\u4f53\u5206\u522b\u88ab\u8bb0\u4e3aU-Net-CPT\u3001SwinUNETR-CPT\u548cU-Mamba-CPT\u3002<\/p>\n<p>\u4ece\u56fe7\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u4f7f\u7528U-Net\u4e0eU-Mamba\u4f5c\u4e3a\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\uff0c\u6700\u7ec8\u7684\u5206\u5272\u6027\u80fd\u6bd4\u8f83\u63a5\u8fd1\uff0c\u5176\u4e2dU-Net\u7565\u597d\u4e8eU-Mamba\uff1b\u800c\u4f7f\u7528SwinUNETR\u65f6\u7684\u5206\u5272\u6027\u80fd\u6709\u660e\u663e\u4e0b\u964d\u3002\u6700\u540e\uff0c\u7814\u7a76\u56e2\u961f\u9009\u62e9U-Net\u4f5c\u4e3aSAT\u7684\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d2635dfdeadb835d6d4204a6a97311cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d2635dfdeadb835d6d4204a6a97311cf.png\"><\/a><\/p>\n<section>\u56fe 7\uff1a\u9488\u5bf9\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\u7684\u6d88\u878d\u5b9e\u9a8c\uff0c\u7ed3\u679c\u4ee5\u533a\u57df\u4e3a\u5355\u4f4d\u5448\u73b0\u3002<\/section>\n<p><strong>\u6587\u672c\u7f16\u7801\u5668\uff1a<\/strong>\u5728SAT-Nano\u7684\u6846\u67b6\u4e0b\uff0c\u8be5\u7814\u7a76\u9009\u62e9\u4e86\u4e09\u79cd\u4ee3\u8868\u6027\u7684\u6587\u672c\u7f16\u7801\u5668\u8fdb\u884c\u5bf9\u6bd4\uff1a\u4f7f\u7528\u4e0a\u6587\u63d0\u51fa\u7684\u77e5\u8bc6\u6ce8\u5165\u65b9\u5f0f\u8bad\u7ec3\u7684\u6587\u672c\u7f16\u7801\u5668\uff08\u8bb0\u4e3aOurs\uff09\uff0c\u4f7f\u7528\u5148\u8fdb\u7684\u533b\u7597\u6587\u672c\u7f16\u7801\u5668MedCPT\uff0c\u4f7f\u7528\u6ca1\u6709\u9488\u5bf9\u533b\u7597\u6570\u636e\u5fae\u8c03\u7684\u6587\u672c\u7f16\u7801\u5668BERT-base\u3002<\/p>\n<p>\u4e3a\u4e86\u516c\u5e73\uff0c\u8be5\u6d88\u878d\u5b9e\u9a8c\u7edf\u4e00\u91c7\u7528U-Net\u4f5c\u4e3a\u89c6\u89c9\u7f51\u7edc\u3002\u4e09\u79cd\u53d8\u4f53\u5206\u522b\u88ab\u8bb0\u4e3aU-Net-Ours\uff0cU-Net-CPT\u548cU-Net-BB\u3002\u5982\u56fe8\u6240\u793a\uff0c\u603b\u4f53\u800c\u8a00\uff0c\u4f7f\u7528MedCPT\u76f8\u6bd4\u4f7f\u7528BERT-base\u5bf9\u4e8e\u5206\u5272\u6027\u80fd\u6709\u5fae\u5c0f\u7684\u63d0\u5347\uff0c\u8868\u660e\u9886\u57df\u77e5\u8bc6\u5bf9\u63d0\u4f9b\u597d\u7684\u5206\u5272\u63d0\u793a\u6709\u4e00\u5b9a\u7684\u5e2e\u52a9\uff1b\u800c\u4f7f\u7528\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u6587\u672c\u7f16\u7801\u5668\u5728\u6240\u6709\u7684\u7c7b\u522b\u4e0a\u90fd\u53d6\u5f97\u4e86\u6700\u597d\u7684\u6027\u80fd\uff0c\u8868\u660e\u6784\u5efa\u591a\u6a21\u6001\u4eba\u4f53\u89e3\u5256\u5b66<mark 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-646c505d39997d24232116aff0dd6236.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-646c505d39997d24232116aff0dd6236.png\"><\/a><\/p>\n<section>\u56fe 9\uff1a\u77e5\u8bc6\u6ce8\u5165\u5bf9\u4e8e\u5206\u5272\u4efb\u52a1\u4e2d\u957f\u5c3e\u7c7b\u522b\u7684\u5f71\u54cd\u3002\u56fea\u548c\u56feb\u5c55\u793a\u4e86SAT-DS-Nano\u79cd429\u4e2a\u7c7b\u522b\u7684\u6807\u6ce8\u6570\u91cf\u5206\u5e03\uff1b\u56fec\u5c55\u793a\u4e86\u4f7f\u7528\u4e0d\u540c\u6587\u672c\u7f16\u7801\u5668\u7684SAT-Nano\u5728\u5934\u90e8\u3001\u5c3e\u90e8\u548c\u4e2d\u95f4\u7c7b\u522b\u4e0a\u7684\u6027\u80fd\u3002<\/section>\n<p><strong>\u4e0e\u5927<mark data-type=\"tech_tasks\" 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a79a04f59b00eaa708904d1105043b91.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a79a04f59b00eaa708904d1105043b91.png\"><\/a><\/p>\n<section>\u56fe 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