{"id":36487,"date":"2025-01-12T11:00:11","date_gmt":"2025-01-12T03:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36487"},"modified":"2025-01-12T11:00:11","modified_gmt":"2025-01-12T03:00:11","slug":"%e5%b9%bb%e8%a7%89%e4%b8%8d%e4%b8%80%e5%ae%9a%e6%9c%89%e5%ae%b3%ef%bc%8c%e6%96%b0%e6%a1%86%e6%9e%b6%e7%94%a8ai%e7%9a%84%e3%80%8c%e5%b9%bb%e8%a7%89%e3%80%8d%e4%bc%98%e5%8c%96%e5%9b%be%e5%83%8f%e5%88%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36487","title":{"rendered":"\u5e7b\u89c9\u4e0d\u4e00\u5b9a\u6709\u5bb3\uff0c\u65b0\u6846\u67b6\u7528AI\u7684\u300c\u5e7b\u89c9\u300d\u4f18\u5316\u56fe\u50cf\u5206\u5272\u6280\u672f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-03-3\" target=\"_blank\">\u5e7b\u89c9\u4e0d\u4e00\u5b9a\u6709\u5bb3\uff0c\u65b0\u6846\u67b6\u7528AI\u7684\u300c\u5e7b\u89c9\u300d\u4f18\u5316\u56fe\u50cf\u5206\u5272\u6280\u672f<\/a><\/p>\n<p><strong>\u4f5c\u8005\u80e1\u5065\uff0c\u662f\u4f26\u6566\u5927\u5b66\u739b\u4e3d\u5973\u738b\u5b66\u9662\u7684\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u662f\u9f9a\u5c11\u521a\u6559\u6388\uff0c\u8fd9\u7bc7\u6587\u7ae0\u662f\u5728\u9f9a\u5c11\u521a\u6559\u6388\u548c\u4e25\u9a8f\u9a70\u6559\u6388\u7684\u6307\u5bfc\u4e0b\u5b8c\u6210\u7684\u3002<\/strong><\/p>\n<p>\u5728<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u9886\u57df\uff0c\u5927\u578b\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982 GPT \u548c LLaVA\uff09\u7684 \u201c\u5e7b\u89c9\u201d \u73b0\u8c61\u5e38\u88ab\u89c6\u4e3a\u4e00\u4e2a\u96be\u4ee5\u514b\u670d\u7684\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u6267\u884c\u7cbe\u786e\u4efb\u52a1\u5982<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u65f6\u3002\u7136\u800c\uff0c\u6700\u65b0\u53d1\u8868\u4e8e NeurIPS 2024 \u7684\u7814\u7a76\u300aLeveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation\u300b\u63d0\u51fa\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u89c2\u70b9\uff1a\u8fd9\u4e9b\u5e7b\u89c9\u5b9e\u9645\u4e0a\u53ef\u4ee5\u88ab\u8f6c\u5316\u4e3a\u6709\u7528\u7684\u4fe1\u606f\u6e90\uff0c\u4ece\u800c\u51cf\u5c11\u5bf9\u624b\u52a8\u63d0\u793a\u7684\u4f9d\u8d56\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b55f39db66eab2a2b98ec3abf400fe88.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b55f39db66eab2a2b98ec3abf400fe88.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u6587\u7ae0\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.15205<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/lwpyh\/ProMaC_code<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u7f51\u5740\uff1ahttps:\/\/lwpyh.github.io\/ProMaC\/<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u9879\u7814\u7a76\u7531\u6765\u81ea\u4f26\u6566\u5927\u5b66\u739b\u4e3d\u5973\u738b\u5b66\u9662\u548c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u8fdb\u884c\u7684\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u540d\u4e3a ProMaC \u7684\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u521b\u65b0\u6027\u5730\u5229\u7528\u4e86\u5927\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u5e7b\u89c9\u3002\u4e0d\u4ec5\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u76ee\u6807\u5bf9\u8c61\uff0c\u8fd8\u80fd\u5224\u65ad\u8fd9\u4e9b\u5bf9\u8c61\u7684\u5177\u4f53\u4f4d\u7f6e\u548c\u5f62\u72b6\uff0c\u8fd9\u5728\u4f2a\u88c5\u52a8\u7269\u68c0\u6d4b\u6216\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u7b49\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\u3002<\/p>\n<p><strong>\u7814\u7a76\u52a8\u673a<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u4e13\u6ce8\u4e8e\u4e00\u79cd\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\uff1a\u901a\u7528\u63d0\u793a\u5206\u5272\u4efb\u52a1\uff08task-generic promptable segmentation setting\uff09\u3002\u5728\u8fd9\u4e2a\u6846\u67b6\u4e0b\uff0c\u8be5\u7814\u7a76\u53ea\u63d0\u4f9b\u4e00\u4e2a\u4efb\u52a1\u5185\u7684\u901a\u7528\u63d0\u793a\u6765\u63cf\u8ff0\u6574\u4e2a\u4efb\u52a1\uff0c\u800c\u4e0d\u4f1a\u5177\u4f53\u6307\u660e\u6bcf\u5f20\u56fe\u7247\u4e2d\u9700\u8981\u5206\u5272\u7684\u5177\u4f53\u7269\u4f53\u3002\u4f8b\u5982\uff0c\u5728\u4f2a\u88c5\u52a8\u7269\u5206\u5272\u4efb\u52a1\u4e2d\uff0c\u8be5\u7814\u7a76\u4ec5\u63d0\u4f9b \u201ccamouflaged animal\u201d \u8fd9\u6837\u7684\u4efb\u52a1\u63cf\u8ff0\uff0c\u800c\u4e0d\u4f1a\u544a\u77e5\u4e0d\u540c\u56fe\u7247\u4e2d\u5177\u4f53\u7684\u52a8\u7269\u540d\u79f0\u3002\u6a21\u578b\u9700\u8981\u5b8c\u6210\u4e24\u9879\u4e3b\u8981\u4efb\u52a1\uff1a\u9996\u5148\uff0c\u6839\u636e\u56fe\u7247\u5185\u5bb9\u6709\u6548\u63a8\u7406\u51fa\u5177\u4f53\u9700\u8981\u5206\u5272\u7684\u76ee\u6807\u7269\u4f53\uff1b\u5176\u6b21\uff0c\u51c6\u786e\u786e\u5b9a\u76ee\u6807\u7269\u4f53\u7684\u5177\u4f53\u4f4d\u7f6e\u548c\u5206\u5272\u7684\u5f62\u72b6\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982 SAM \u8fd9\u7c7b\u5927\u578b\u5206\u5272\u6a21\u578b\u7684\u5b58\u5728\uff0c\u80fd\u591f\u5728\u63d0\u4f9b\u8f83\u4e3a\u7cbe\u786e\u7684\u4f4d\u7f6e\u63cf\u8ff0\u65f6\u6709\u6548\u5730\u8fdb\u884c\u7269\u4f53\u5206\u5272\uff0c\u4f46\u5728\u4f2a\u88c5\u6837\u672c\u5206\u5272\u6216\u533b\u5b66<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u7b49\u590d\u6742\u4efb\u52a1\u4e2d\uff0c\u83b7\u53d6\u8fd9\u79cd\u7cbe\u786e\u63cf\u8ff0\u5e76\u4e0d\u5bb9\u6613\u3002\u4ee5\u5f80\u7684\u7814\u7a76\uff0c\u5982 GenSAM [1]\uff0c\u63d0\u51fa\u5229\u7528 LLaVA\/BLIP2 \u8fd9\u7c7b\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u6765\u63a8\u7406\u51fa\u7279\u5b9a\u6837\u672c\u7684\u5206\u5272\u63d0\u793a\uff0c\u4ee5\u6307\u5bfc\u5206\u5272\u8fc7\u7a0b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u5904\u7406\u50cf\u4f2a\u88c5\u6837\u672c\u5206\u5272\u8fd9\u6837\u7684\u573a\u666f\u65f6\uff0c\u5f80\u5f80\u56e0\u4e3a\u76ee\u6807\u5171\u73b0\u504f\u5dee\uff08object co-occasion bias\uff09\u5b58\u5728\u800c\u5bfc\u81f4\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u53ea\u6709\u8349\u539f\u7684\u56fe\u50cf\u4e2d\uff0c\u5982\u679c\u8bad\u7ec3\u6570\u636e\u4e2d\u72ee\u5b50\u901a\u5e38\u4e0e\u8349\u539f\u5171\u73b0\uff0cLLaVA \u53ef\u80fd\u4f1a\u504f\u5411\u4e8e\u9884\u6d4b\u8349\u539f\u4e2d\u5b58\u5728\u4f2a\u88c5\u7684\u72ee\u5b50\uff0c\u5373\u4f7f\u56fe\u4e2d\u5b9e\u9645\u4e0a\u6ca1\u6709\u72ee\u5b50\u3002\u8fd9\u79cd\u5047\u8bbe\u7684\u504f\u597d\u5728\u4f2a\u88c5\u52a8\u7269\u5206\u5272\u4efb\u52a1\u4e2d\u5c24\u5176\u95ee\u9898\u4e25\u91cd\uff0c\u56e0\u4e3a\u5b83\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u9519\u8bef\u5730\u8bc6\u522b\u51fa\u4e0d\u5b58\u5728\u7684\u4f2a\u88c5\u52a8\u7269\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-76705c8ee6952a1e879377cd0dc51d3b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-76705c8ee6952a1e879377cd0dc51d3b.png\"><\/a><\/p>\n<p><em>\u56fe 1. co-occurrence prior \u5bfc\u81f4\u7684 hallucination<\/em><\/p>\n<p>\u4f46\u662f\u8fd9\u6837\u7684\u73b0\u8c61\u5c31\u4e00\u5b9a\u662f\u574f\u4e8b\u5417\uff1f\u5176\u5b9e\u5e76\u4e0d\u5c3d\u7136\u3002\u8003\u8651\u5230\u730e\u8c79\u786e\u5b9e\u5e38\u51fa\u6ca1\u4e8e\u6b64\u7c7b\u8349\u539f\uff0c\u5c3d\u7ba1\u5728\u7279\u5b9a\u56fe\u7247\u4e2d\u5b83\u4eec\u53ef\u80fd\u5e76\u672a\u51fa\u73b0\u3002\u8fd9\u79cd\u6240\u8c13\u7684 \u201c\u5e7b\u89c9\u201d\uff0c\u5176\u5b9e\u662f\u6a21\u578b\u6839\u636e\u5927\u89c4\u6a21\u6570\u636e\u8bad\u7ec3\u5f97\u51fa\u7684\u7ecf\u9a8c\u6027\u5e38\u8bc6\u3002\u867d\u7136\u8fd9\u79cd\u63a8\u65ad\u4e0e\u5f53\u524d\u7684\u4f8b\u5b50\u4e0d\u7b26\uff0c\u4f46\u5b83\u786e\u5b9e\u53cd\u6620\u4e86\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5e38\u6001\u3002\u66f4\u8fdb\u4e00\u6b65\u5730\u8bf4\uff0c\u8fd9\u79cd\u7531\u5e7b\u89c9\u5e26\u6765\u7684\u5e38\u8bc6\u53ef\u80fd\u6709\u52a9\u4e8e\u66f4\u6df1\u5165\u5730\u5206\u6790\u56fe\u7247\u5185\u5bb9\uff0c\u53d1\u73b0\u4e0e\u56fe\u7247\u76f8\u5173\u4f46\u4e0d\u663e\u800c\u6613\u89c1\u7684\u4fe1\u606f\u3002\u5982\u679c\u8fd9\u4e9b\u4fe1\u606f\u5f97\u5230\u9a8c\u8bc1\uff0c\u5b83\u4eec\u53ef\u80fd\u6709\u52a9\u4e8e\u66f4\u6709\u6548\u5730\u6267\u884c\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-32593b32e106bfa95528f26e85655e9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-32593b32e106bfa95528f26e85655e9c.png\"><\/a><\/p>\n<p><em>\u56fe 2. ProMaC \u6574\u4f53\u67b6\u6784<\/em><\/p>\n<p><strong>\u5b9e\u73b0\u65b9\u6cd5<\/strong><\/p>\n<p>\u5982\u56fe 2 \u6240\u793a\uff0c\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e2a\u5faa\u73af\u4f18\u5316\u7684 ProMaC \u6846\u67b6\uff0c\u5b83\u5305\u62ec\u4e24\u90e8\u5206\uff1a\u5229\u7528\u5e7b\u89c9\u6765\u4ece\u4efb\u52a1\u901a\u7528\u63d0\u793a\u4e2d\u63a8\u7406\u51fa\u6837\u672c\u7279\u6709\u63d0\u793a\u7684 multi-scale chain of thought prompting \u6a21\u5757\u548c\u5c06\u751f\u6210\u7684\u63a9\u7801\u4e0e\u4efb\u52a1\u8bed\u4e49\u76f8\u5bf9\u9f50\u7684 mask semantic alignment \u6a21\u5757\u3002\u524d\u8005\u63a8\u65ad\u51fa\u8f83\u4e3a\u51c6\u786e\u7684\u6837\u672c\u7279\u6709\u63d0\u793a\u6765\u5f15\u5bfc SAM \u8fdb\u884c\u5206\u5272\uff0c\u540e\u8005\u5219\u5c06\u751f\u6210\u7684\u63a9\u7801\u4e0e\u4efb\u52a1\u8bed\u4e49\u8fdb\u884c\u5bf9\u9f50\uff0c\u5bf9\u9f50\u540e\u7684\u63a9\u7801\u53c8\u53ef\u4ee5\u4f5c\u4e3a\u63d0\u793a\u53cd\u5411\u4f5c\u7528\u4e8e\u7b2c\u4e00\u4e2a\u6a21\u5757\u6765\u9a8c\u8bc1\u5229\u7528\u5e7b\u89c9\u5f97\u5230\u7684\u4fe1\u606f\u3002\u901a\u8fc7\u5faa\u73af\u4f18\u5316\u6765\u9010\u6e10\u83b7\u5f97\u51c6\u786e\u7684\u63a9\u7801<\/p>\n<p>\u5177\u4f53\u5730\uff0cProMaC \u6846\u67b6\u5982\u56fe 3 \u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-26b3c056e1741b1a1b693f2cac252500.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-26b3c056e1741b1a1b693f2cac252500.png\"><\/a><\/p>\n<p><em>\u56fe 3. ProMaC \u6d41\u7a0b\u56fe<\/em><\/p>\n<p><strong>\u591a\u5c3a\u5ea6\u601d\u7ef4\u94fe\u63d0\u793a<\/strong><\/p>\n<p>\u5b83\u4e3b\u8981\u5b8c\u6210\u4e24\u4e2a\u4efb\u52a1\uff1a\u6536\u96c6\u5c3d\u53ef\u80fd\u591a\u7684\u4efb\u52a1\u76f8\u5173\u5019\u9009\u77e5\u8bc6\uff0c\u5e76\u751f\u6210\u51c6\u786e\u7684\u6837\u672c\u7279\u6709\u63d0\u793a\u3002\u4e3a\u6b64\uff0c\u8be5\u7814\u7a76\u5c06\u8f93\u5165<mark data-type=\"tech_tasks\" data-id=\"07e18c9c-6e0d-4f0f-b23b-b82c871c82ee\">\u56fe\u50cf\u5207\u5272<\/mark>\u6210\u4e0d\u540c\u5c3a\u5ea6\u7684\u56fe\u50cf\u5757\uff0c\u6bcf\u4e2a\u56fe\u50cf\u5757\u4e2d\u4efb\u52a1\u76f8\u5173\u5bf9\u8c61\u7684\u4e0d\u540c\u53ef\u89c1\u6027\u6c34\u5e73\u6fc0\u53d1\u4e86 MLLM \u7684\u5e7b\u89c9\u3002\u8fd9\u4fc3\u4f7f\u6a21\u578b\u5728\u5404\u4e2a\u56fe\u50cf\u5757\u4e2d\u901a\u8fc7<mark data-type=\"concepts\" data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\">\u5148\u9a8c\u77e5\u8bc6<\/mark>\u63a2\u7d22\u56fe\u50cf\u6570\u636e\u4e0e\u76f8\u5173\u4efb\u52a1\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u8fdb\u800c\u9884\u6d4b\u6f5c\u5728\u7684\u8fb9\u754c\u6846\u548c\u76ee\u6807\u7269\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a08596b5f0e23769ae3488c351827e0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a08596b5f0e23769ae3488c351827e0e.png\"><\/a>\u548c\u80cc\u666f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1043a8ad300b42e96970ac614dba90fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1043a8ad300b42e96970ac614dba90fd.png\"><\/a>\u540d\u79f0\uff1a<\/p>\n<p><a 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data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u4ee5\u52a0\u6743\u5408\u6210\u6700\u7ec8\u7684\u63a9\u7801\u3002\u8fd9\u4e2a\u63a9\u7801\u5728\u4e0b\u4e00\u6b21\u8fed\u4ee3\u4e2d\u6709\u52a9\u4e8e\u751f\u6210\u66f4\u4f18\u8d28\u7684\u80cc\u666f\u56fe\u7247\uff0c\u8fdb\u800c\u5f15\u5bfc\u66f4\u6709\u6548\u7684\u63d0\u793a\u751f\u6210\u3002\u8fd9\u80fd\u5145\u5206\u5229\u7528\u5e7b\u89c9\u6765\u63d0\u53d6\u56fe\u7247\u4e2d\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u9a8c\u8bc1\u540e\u751f\u6210\u66f4\u51c6\u786e\u7684\u63d0\u793a\u3002\u8fd9\u6837\uff0c\u66f4\u597d\u7684\u63d0\u793a\u53c8\u80fd\u6539\u5584\u63a9\u7801\u7684\u8d28\u91cf\uff0c\u5f62\u6210\u4e00\u4e2a\u4e92\u76f8\u4fc3\u8fdb\u7684\u63d0\u5347\u8fc7\u7a0b\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1 (e.g., \u4f2a\u88c5\u52a8\u7269\u68c0\u6d4b\uff0c\u533b\u5b66\u56fe\u50cf\u68c0\u6d4b) \u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1352c5920f132a6a12acb3ef386d7e53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1352c5920f132a6a12acb3ef386d7e53.png\"><\/a><\/p>\n<p><em>\u56fe 4. \u4f2a\u88c5\u6837\u672c\u68c0\u6d4b\u5b9e\u9a8c\u7ed3\u679c<\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bbfcf0046656f2657f127ac33536693e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bbfcf0046656f2657f127ac33536693e.png\"><\/a><\/p>\n<p><em>\u56fe 5. \u533b\u5b66\u56fe\u50cf\u5b9e\u9a8c\u7ed3\u679c<\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cc803e3d34d9b7d796439f1cbc784f3c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cc803e3d34d9b7d796439f1cbc784f3c.png\"><\/a><\/p>\n<p><em>\u56fe 6. \u53ef\u89c6\u5316\u6848\u4f8b<\/em><\/p>\n<p>PromaC \u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u89c6\u89d2\uff0c\u5373\u5e7b\u89c9\u4e0d\u4e00\u5b9a\u5c31\u662f\u6709\u5bb3\u7684\uff0c\u5982\u679c\u80fd\u52a0\u4ee5\u5229\u7528\uff0c\u4e5f\u662f\u80fd\u4e3a\u4e0b\u6e38\u4efb\u52a1\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p>\n<p><em>[1] Hu J, Lin J, Gong S, et al. 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