{"id":38046,"date":"2025-02-09T01:00:53","date_gmt":"2025-02-08T17:00:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=38046"},"modified":"2025-02-09T01:00:53","modified_gmt":"2025-02-08T17:00:53","slug":"27%e9%a1%b5%e7%bb%bc%e8%bf%b0%ef%bc%8c354%e7%af%87%e5%8f%82%e8%80%83%e6%96%87%e7%8c%ae%ef%bc%81%e6%9c%80%e8%af%a6%e5%b0%bd%e7%9a%84%e8%a7%86%e8%a7%89%e5%ae%9a%e4%bd%8d%e7%bb%bc%e8%bf%b0%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38046","title":{"rendered":"27\u9875\u7efc\u8ff0\uff0c354\u7bc7\u53c2\u8003\u6587\u732e\uff01\u6700\u8be6\u5c3d\u7684\u89c6\u89c9\u5b9a\u4f4d\u7efc\u8ff0\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-31\" target=\"_blank\">27\u9875\u7efc\u8ff0\uff0c354\u7bc7\u53c2\u8003\u6587\u732e\uff01\u6700\u8be6\u5c3d\u7684\u89c6\u89c9\u5b9a\u4f4d\u7efc\u8ff0\u6765\u4e86<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-807c616051b5fd1e111fe878573ab1a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-807c616051b5fd1e111fe878573ab1a2.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dabf811aa3985521cb1f26996a820c43.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dabf811aa3985521cb1f26996a820c43.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aTowards Visual Grounding: A Survey<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u5185\u5bb9\uff1a\u89c6\u89c9\u5b9a\u4f4d\uff08Visual Grounding\uff09\u4efb\u52a1\u5341\u5e74\u53d1\u5c55\u7cfb\u7edf\u6027\u56de\u987e<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2412.20206<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801 \/ \u4ed3\u5e93\u94fe\u63a5\uff1ahttps:\/\/github.com\/linhuixiao\/Awesome-Visual-Grounding.<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u8005\uff1a\u8096\u9e9f\u6167\uff08\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\uff09<\/p>\n<\/li>\n<\/ul>\n<p>27 \u9875\u7efc\u8ff0\uff0c354 \u7bc7\u53c2\u8003\u6587\u732e\uff01\u53f2\u4e0a\u6700\u8be6\u5c3d\u7684\u89c6\u89c9\u5b9a\u4f4d\u7efc\u8ff0\uff0c\u5185\u5bb9\u8986\u76d6\u8fc7\u53bb\u5341\u5e74\u7684\u89c6\u89c9\u5b9a\u4f4d\u53d1\u5c55\u603b\u7ed3\uff0c\u5c24\u5176\u5bf9\u6700\u8fd1 5 \u5e74\u7684\u89c6\u89c9\u5b9a\u4f4d\u8bba\u6587\u7cfb\u7edf\u6027\u56de\u987e\uff0c\u5185\u5bb9\u65e2\u6db5\u76d6\u4f20\u7edf\u57fa\u4e8e\u68c0\u6d4b\u5668\u7684\u89c6\u89c9\u5b9a\u4f4d\uff0c\u57fa\u4e8e VLP \u7684\u89c6\u89c9\u5b9a\u4f4d\uff0c\u57fa\u4e8e MLLM \u7684\u89c6\u89c9\u5b9a\u4f4d\uff0c\u4e5f\u6db5\u76d6\u4ece\u5168\u76d1\u7763\u3001\u65e0\u76d1\u7763\u3001\u5f31\u76d1\u7763\u3001\u534a\u76d1\u7763\u3001\u96f6\u6837\u672c\u3001\u5e7f\u4e49\u5b9a\u4f4d\u7b49\u65b0\u578b\u8bbe\u7f6e\u4e0b\u7684\u89c6\u89c9\u5b9a\u4f4d\u3002<\/p>\n<p>\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u65b0\u5165\u95e8\u5fc5\u8bfb\uff01\u8ddf\u8fdb\u6700\u65b0\u8fdb\u5c55\uff0c\u89c6\u89c9\u5b9a\u4f4d\u5ba1\u7a3f\u4eba\u5fc5\u8bfb\u8bba\u6587\uff01<\/p>\n<p><strong>\u4e00\u3001\u8bba\u6587\u6458\u8981<\/strong><\/p>\n<p>\u89c6\u89c9\u5b9a\u4f4d(Visual Grounding)\u4e5f\u88ab\u79f0\u4e3a\u6307\u4ee3\u8868\u8fbe\u6587\u672c\u7406\u89e3(Referring Expression Comprehension)\u548c\u77ed\u8bed\u5b9a\u4f4d(Phrase Grounding)\u3002\u5b83\u6d89\u53ca\u6839\u636e\u7ed9\u5b9a\u7684\u6587\u672c\u63cf\u8ff0\u5728\u56fe\u50cf\u4e2d\u5b9a\u4f4d\u81ea\u7136\u6570\u91cf\u7684\u7279\u5b9a\u533a\u57df\u3002\u8be5\u4efb\u52a1\u7684\u76ee\u6807\u662f\u6a21\u62df\u793e\u4f1a\u5bf9\u8bdd\u4e2d\u666e\u904d\u5b58\u5728\u7684\u6307\u4ee3\u5173\u7cfb\uff0c\u4f7f\u673a\u5668\u5177\u6709\u7c7b\u4f3c\u4eba\u7c7b\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u89c6\u89c9\u5b9a\u4f4d\u5728\u5404\u4e2a\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u7136\u800c\uff0c\u81ea 2021 \u5e74\u4ee5\u6765\uff0c\u89c6\u89c9\u5b9a\u4f4d\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff0c\u6bd4\u5982\uff0c\u57fa\u4e8e\u5b9a\u4f4d\u7684\u9884\u8bad\u7ec3\u3001\u5b9a\u4f4d\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3001\u5e7f\u4e49\u89c6\u89c9\u5b9a\u4f4d\u3001\u591a\u56fe\u7247\u5b9a\u4f4d\u3001\u5343\u5146\u50cf\u7d20\u5b9a\u4f4d\u7b49\u65b0\u6982\u5ff5\u4e0d\u65ad\u6d8c\u73b0\uff0c\u5e26\u6765\u4e86\u8bb8\u591a\u65b0\u7684\u6311\u6218\u3002\u5728\u672c\u7efc\u8ff0\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u56de\u987e\u4e86\u89c6\u89c9\u5b9a\u4f4d\u7684\u53d1\u5c55\u5386\u53f2\uff0c\u5e76\u6982\u8ff0\u4e86\u57fa\u672c\u7684\u80cc\u666f\u77e5\u8bc6\uff0c\u5305\u62ec\u89c6\u89c9\u5b9a\u4f4d\u7684\u57fa\u672c\u6982\u5ff5\u548c\u8bc4\u4f30\u6307\u6807\u3002\u6211\u4eec\u7cfb\u7edf\u5730\u8ddf\u8e2a\u548c\u603b\u7ed3\u4e86\u5f53\u524d\u89c6\u89c9\u5b9a\u4f4d\u7684\u53d1\u5c55\uff0c\u5e76\u7cbe\u5fc3\u6574\u7406\u4e86\u5404\u79cd\u5df2\u6709\u7684\u8bbe\u7f6e\uff0c\u5e76\u5efa\u7acb\u4e86\u8fd9\u4e9b\u8bbe\u7f6e\u7684\u7cbe\u786e\u5b9a\u4e49\uff0c\u4ee5\u89c4\u8303\u672a\u6765\u7684\u7814\u7a76\u5e76\u786e\u4fdd\u4e0d\u540c\u65b9\u6cd5\u4e4b\u95f4\u516c\u5e73\u7684\u6bd4\u8f83\u3002\u6b64\u5916\uff0c\u6211\u4eec\u6df1\u5165\u8ba8\u8bba\u4e86\u51e0\u4e2a\u9ad8\u7ea7\u8bdd\u9898\uff0c\u5e76\u5f3a\u8c03\u4e86\u89c6\u89c9\u5b9a\u4f4d\u7684\u8bb8\u591a\u5e94\u7528\u3002\u5728\u6570\u636e\u96c6\u90e8\u5206\uff0c\u6211\u4eec\u7f16\u5236\u4e86\u5f53\u524d\u76f8\u5173\u6570\u636e\u96c6\u7684\u5217\u8868\uff0c\u540c\u65f6\u5728 RefCOCO\/+\/g \u7cfb\u5217\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u516c\u5e73\u7684\u6bd4\u8f83\u5206\u6790\uff0c\u5e76\u63d0\u4f9b\u4e86\u6700\u7ec8\u7684\u6027\u80fd\u9884\u6d4b\uff0c\u4ee5\u542f\u53d1\u672a\u6765\u65b0\u7684\u6807\u51c6\u6d4b\u8bd5\u57fa\u51c6\u7684\u63d0\u51fa\u3002\u6700\u540e\uff0c\u6211\u4eec\u603b\u7ed3\u4e86\u89c6\u89c9\u5b9a\u4f4d\u5f53\u524d\u6240\u9762\u4e34\u7684\u6311\u6218\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u51fa\u6709\u4ef7\u503c\u7684\u65b9\u5411\uff0c\u8fd9\u53ef\u80fd\u4e3a\u540e\u7eed\u7684\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u542f\u53d1\u3002\u672c\u7efc\u8ff0\u901a\u8fc7\u63d0\u53d6\u5e38\u89c1\u7684\u6280\u672f\u7ec6\u8282\u7684\u65b9\u5f0f\u8fdb\u884c\u53d9\u8ff0\uff0c\u8fdb\u800c\u4ee5\u6db5\u76d6\u8fc7\u53bb\u5341\u5e74\u4e2d\u6bcf\u4e2a\u5b50\u4e3b\u9898\u7684\u4ee3\u8868\u6027\u5de5\u4f5c\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c\u672c\u6587\u662f\u76ee\u524d\u89c6\u89c9\u5b9a\u4f4d\u9886\u57df\u6700\u5168\u9762\u7684\u7efc\u8ff0\u3002\u672c\u6587\u4e0d\u4ec5\u4f7f\u9002\u7528\u89c6\u89c9\u5b9a\u4f4d\u7684\u5165\u95e8\u7814\u7a76\u8005\uff0c\u4e5f\u9002\u7528\u4e8e\u8d44\u6df1\u7684\u7814\u7a76\u4eba\u5458\u7528\u4e8e\u8ddf\u8e2a\u6700\u65b0\u7684\u7814\u7a76\u8fdb\u5c55\u3002<\/p>\n<p><strong>\u4e8c\u3001\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u4ecb\u7ecd\u3001\u53d1\u5c55\u5386\u53f2\u548c\u7814\u7a76\u73b0\u72b6<\/strong><\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e2d\uff0c\u89c6\u89c9\u611f\u77e5\u548c\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7684\u591a\u6a21\u6001\u878d\u5408\u5b66\u4e60\u5df2\u7ecf\u6210\u4e3a\u5728\u673a\u5668\u4e2d\u5b9e\u73b0\u7c7b\u4eba\u8ba4\u77e5\u7684\u5173\u952e\u3002\u5176\u6838\u5fc3\u662f\u89c6\u89c9\u548c\u8bed\u8a00\u7ebf\u7d22\u7684\u878d\u5408\uff0c\u65e8\u5728\u5f25\u5408\u56fe\u50cf\u573a\u666f\u4e0e\u8bed\u8a00\u8868\u8fbe\u4e4b\u95f4\u7684\u8bed\u4e49\u9e3f\u6c9f\u3002\u800c\u89c6\u89c9\u5b9a\u4f4d\uff0c\u4ee3\u8868\u4e86\u8fd9\u6837\u4e00\u79cd\u57fa\u672c\u7684\u76ee\u6807\uff0c\u5176\u5305\u62ec\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u8bed\u8a00\u63cf\u8ff0\u548c\u76f8\u5e94\u7684\u89c6\u89c9\u5143\u7d20\u4e4b\u95f4\u5efa\u7acb\u5185\u5728\u8054\u7cfb\u7684\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7930d159135d951e90124ce6fd702977.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7930d159135d951e90124ce6fd702977.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1. \u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u7b80\u8981\u793a\u610f\u56fe<\/sup><\/em><\/p>\n<p>\u56fe 1 \u662f\u89c6\u89c9\u5b9a\u4f4d\u7684\u7b80\u8981\u7684\u793a\u610f\u56fe\u3002\u89c6\u89c9\u5b9a\u4f4d(Visual Grounding)\uff0c\u4e5f\u88ab\u79f0\u4f5c\u6307\u4ee3\u8868\u8fbe\u7406\u89e3(Referring Expression Comprehension)\uff0c\u4f9d\u636e\u4f20\u7edf\u7684\u5b9a\u4e49\uff0c\u662f\u6307\u5728\u4e00\u526f\u56fe\u50cf\u4e2d\u4f9d\u636e\u4e00\u4e2a\u7ed9\u5b9a\u7684\u6307\u4ee3\u8868\u8fbe\u53e5\u5b50\u5b9a\u4f4d\u51fa\u4e00\u4e2a\u5177\u4f53\u7684\u533a\u57df\u3002\u8fd9\u4e00\u4efb\u52a1\u7684\u76ee\u7684\u662f\u6a21\u62df\u793e\u4ea4\u5bf9\u8bdd\u4e2d\u6700\u5e38\u89c1\u7684\u6307\u4ee3\u5173\u7cfb\uff0c\u4f7f\u673a\u5668\u5177\u5907\u7c7b\u4eba\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u4ed6\u53ef\u4ee5\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4eba\u673a\u5bf9\u8bdd\u3001\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\u3001\u89c6\u89c9\u95ee\u7b54\u5f53\u4e2d\u3002<\/p>\n<p>\u6570\u636e\u3001\u7b97\u6cd5\u3001\u7b97\u529b\u662f\u5f53\u4eca\u6df1\u5ea6\u5b66\u4e60\u4e0d\u65ad\u8fdb\u5316\u7684\u4e09\u5927\u8981\u7d20\uff0c\u5bf9\u4e8e\u89c6\u89c9\u5b9a\u4f4d\u6765\u8bf4\u4e5f\u4e0d\u4f8b\u5916\u3002\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u4e0a\u770b\uff0c\u5b9a\u4f4d\u4efb\u52a1\u6d89\u53ca\u4e86\u4e09\u79cd\u57fa\u672c\u6570\u636e\uff0c\u5373\uff0c\u56fe\u50cf\uff0c\u6307\u4ee3\u8868\u8fbe\u6587\u672c\uff0c\u4ee5\u53ca\u6307\u4ee3\u7684\u8fb9\u754c\u6846\uff0c\u540c\u65f6\uff0c\u8fd9\u4e09\u79cd\u6570\u636e\u9700\u8981\u6784\u6210\u914d\u5bf9\u7684\u4e09\u5143\u7ec4\u6570\u636e\u5bf9\u3002\u5728\u8fd9\u4e09\u79cd\u6570\u636e\u4e2d\uff0c\u56fe\u50cf\u662f\u6bd4\u8f83\u5e38\u89c1\u7684\uff0c\u7136\u800c\uff0c\u6307\u4ee3\u8868\u8fbe\u6587\u672c\u548c\u914d\u5bf9\u7684\u8fb9\u754c\u6846\u5374\u5e76\u4e0d\u5bb9\u6613\u83b7\u53d6\u3002\u7b2c\u4e00\uff0c\u89c6\u89c9\u5b9a\u4f4d\u4f5c\u4e3a\u6307\u4ee3\u8868\u8fbe\u751f\u6210\uff08Referring Expression Generation\uff0cREG\uff09\u7684\u9006\u8fc7\u7a0b\uff0c\u83b7\u5f97\u6307\u4ee3\u8868\u8fbe\u6587\u672c\u6570\u636e\u662f\u89c6\u89c9\u5b9a\u4f4d\u7684\u57fa\u7840\uff0c\u56e0\u6b64\u65e9\u671f\u7684\u89c6\u89c9\u5b9a\u4f4d\u53d7 REG \u4efb\u52a1\u7684\u5f71\u54cd\u6bd4\u8f83\u5927\u3002\u867d\u7136\u6307\u4ee3\u8868\u8fbe\u5728\u65e5\u5e38\u5bf9\u8bdd\u4e2d\u65e0\u5904\u4e0d\u5728\uff0c\u4f46\u83b7\u53d6\u6709\u4ef7\u503c\u7684\u6307\u4ee3\u8868\u8fbe\u5e76\u4e0d\u662f\u6613\u4e8b\u3002\u7c7b\u4f3c\u4e8e\u56fe\u50cf\u63cf\u8ff0\uff08Image Captioning\uff09\u751f\u6210\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u7ecf\u5178\u7684 NLP \u95ee\u9898\uff0c\u5927\u6982\u4ece 1970 \u5e74\u4ee3\u8d77\uff0c\u5c31\u6709\u5927\u91cf\u7684\u5173\u4e8e\u533a\u57df\u4fe1\u606f\u63cf\u8ff0\u7684\u6307\u4ee3\u8868\u8fbe\u751f\u6210\u7684\u5de5\u4f5c\u51fa\u73b0\u3002\u5728 1975 \u5e74\uff0cPaul Grice \u63d0\u51fa\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u4ea4\u4e92\u7684\u5408\u7406\u6027\u539f\u5219\uff0c\u79f0\u4e4b\u4e3a Gricean Maxims\u3002\u8fd9\u4e00\u51c6\u5219\u5bf9\u5e94\u5230\u771f\u5b9e\u590d\u6742\u573a\u666f\u4e0b\u63cf\u8ff0\u4e00\u4e2a\u7269\u4f53\u65f6\uff0c\u5219\u9700\u8981\u6ee1\u8db3\u4e09\u70b9\uff1a\u4fe1\u606f\u6027\uff0c\u7b80\u6d01\uff0c\u548c\u4e0d\u6a21\u7cca\u6027(informative, concise, and unambiguous)\u3002\u5176\u4e2d\uff0c\u4e0d\u6a21\u7cca\u6027\uff08unambiguous\uff09\u5bf9\u4e8e\u6307\u4ee3\u8868\u8fbe\u6587\u672c\u6765\u8bf4\u662f\u5c24\u5176\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u5728\u771f\u5b9e\u7684\u573a\u666f\u4e2d\u901a\u5e38\u4f1a\u5b58\u5728\u8bb8\u591a\u540c\u7c7b\u522b\u7684\u7269\u4f53\u3002\u5982\u679c\u8868\u8fbe\u4e0d\u5177\u5907\u4e0d\u6a21\u7cca\u6027\uff0c\u90a3\u6a21\u578b\u5e76\u4e0d\u80fd\u4ece\u6570\u636e\u4e2d\u5b66\u5230\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u53cd\u800c\u4f1a\u4f7f\u6a21\u578b\u4ea7\u751f\u56f0\u60d1\u3002\u56e0\u6b64\uff0c\u5728\u83b7\u5f97\u6709\u6548\u7684\u4e0d\u6a21\u7cca\u6027\u8868\u8fbe\u4e4b\u524d\uff0c\u89c6\u89c9\u5b9a\u4f4d\u6a21\u578b\u90fd\u96be\u4ee5\u8fdb\u884c\u5b66\u4e60\u3002\u6b63\u56e0\u4e3a\u6b64\uff0c\u5982\u56fe 6 \u6240\u793a\uff0c\u5728 204 \u5e74\u4e4b\u524d\uff0c\u5927\u91cf\u7684\u5de5\u4f5c\u90fd\u4e3b\u8981\u96c6\u4e2d\u5728\u6307\u4ee3\u8868\u8fbe\u751f\u6210\u4e0a\uff0c\u800c\u5f88\u5c11\u4e13\u6ce8\u4e8e\u5b9a\u4f4d\u7684\u5de5\u4f5c\u51fa\u73b0\u3002\u7b2c\u4e8c\uff0c\u914d\u5bf9\u7684\u8fb9\u754c\u6846\u540c\u6837\u4e5f\u662f\u8017\u8d39\u4eba\u529b\u7684\u6807\u6ce8\u4fe1\u606f\u3002\u5728 2013 \u5e74\u4e4b\u524d\uff0c\u7531\u4e8e\u7f3a\u4e4f\u4e0e\u6307\u4ee3\u8868\u8fbe\u53e5\u5b50\u914d\u5bf9\u7684\u8fb9\u754c\u6846\uff0c\u5927\u91cf\u7684\u5de5\u4f5c\u90fd\u4ee5\u5f31\u76d1\u7763\u7684\u8bbe\u7f6e\u4e3a\u4e3b\u3002\u5728 2014 \u5e74\uff0c\u968f\u7740 Kazemzadeh \u7b49\u4eba\u63d0\u51fa\u4e86\u7b2c\u4e00\u4e2a\u57fa\u4e8e\u771f\u5b9e\u4e16\u754c\u56fe\u7247\u7684\u5927\u89c4\u6a21\u6307\u4ee3\u8868\u8fbe\u7406\u89e3\u7684\u6570\u636e\u96c6 ReferIt Game\uff0c\u5168\u76d1\u7763\u7684\u89c6\u89c9\u5b9a\u4f4d\u624d\u9010\u6b65\u9762\u5411\u66f4\u771f\u5b9e\u7684\u573a\u666f\u3002\u7136\u800c\uff0c\u7531\u4e8e ReferIt Gmae \u6570\u636e\u96c6\u7684\u56fe\u7247\u4e2d\u7684\u7c7b\u522b\u8f83\u4e3a\u5355\u4e00\u3001\u6307\u4ee3\u6587\u672c\u592a\u8fc7\u7b80\u5355\uff0c\u4ece\u800c\u96be\u4ee5\u6ee1\u8db3\u4e0d\u6a21\u7cca\u6027\u7684\u8981\u6c42\u3002\u56e0\u6b64\uff0c\u5728 2016 \u5e74\uff0cMao \u7b49\u4eba\u57fa\u4e8e MS COCO \u56fe\u50cf\u6570\u636e\u96c6\u63d0\u51fa\u4e86 RefCOCOg \u6570\u636e\u96c6\u3002\u7531\u4e8e\u8be5\u6570\u636e\u96c6\u5b58\u5728\u9a8c\u8bc1\u96c6\u548c\u8bad\u7ec3\u96c6\u56fe\u7247\u6cc4\u9732\u7684\u95ee\u9898\uff0c\u5728\u540c\u5e74\uff0cNagaraja \u7b49\u4eba\u5bf9\u8be5\u6570\u636e\u96c6\u8fdb\u884c\u91cd\u65b0\u5212\u5206\u4e3a RefCOCOg-umd \u6570\u636e\u96c6\u3002\u5728 2016 \u5e74\u540c\u5e74\uff0cYu \u7b49\u4eba\u540c\u6837\u57fa\u4e8e MSCOCO \u63d0\u51fa\u4e86 RefCOCO \u548c RefCOCO + \u6570\u636e\u96c6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fedef12ad30bd2c24d8376c7d0a9dddb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fedef12ad30bd2c24d8376c7d0a9dddb.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2. RefCOCO\/+\/g \u6570\u636e\u96c6\u5dee\u5f02\u5bf9\u6bd4\u53ca\u7edf\u8ba1\u4fe1\u606f<\/sup><\/em><\/p>\n<p>\u5982\u56fe 2 \u4e3a RefCOCO\/+\/g \u6570\u636e\u96c6\u7684\u5dee\u5f02\u5bf9\u6bd4\u53ca\u7edf\u8ba1\u4fe1\u606f\u6837\u4f8b\u3002\u5176\u4e2d\uff0cRefCOCO \u4ee5\u7b80\u5355\u7684\u7a7a\u95f4\u65b9\u4f4d\u5173\u7cfb\u4e3a\u4e3b\uff08\u5982\uff0c\u5de6\u53f3\u3001\u524d\u540e\uff09\uff0cRefCOCO + \u4e2d\u7981\u6b62\u4f7f\u7528\u7a7a\u95f4\u65b9\u4f4d\u8bcd\u800c\u66f4\u5173\u6ce8\u7269\u4f53\u7684\u5916\u89c2\uff08\u5982\uff0c\u989c\u8272\u3001\u5927\u5c0f\u7b49\uff09\uff0cRefCOCOg \u5219\u4f7f\u7528\u66f4\u4e3a\u590d\u6742\u7684\u53e5\u5b50\u3002RefCOCO\/+\/g \u8fd9\u4e09\u4e2a\u6570\u636e\u96c6\u7684\u51fa\u73b0\u5960\u5b9a\u4e86\u540e\u7eed\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u7684\u575a\u5b9e\u57fa\u7840\uff0c\u540c\u65f6\u4e5f\u6210\u4e3a\u540e\u7eed\u8fd1\u5341\u5e74\u6765\u7684\u6807\u51c6\u57fa\u51c6\u3002\u4ece\u90a3\u4ee5\u540e\uff0c\u5927\u91cf\u7684\u89c6\u89c9\u5b9a\u4f4d\u5de5\u4f5c\u5f00\u59cb\u55b7\u6d8c\u800c\u51fa\u3002<\/p>\n<p>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u5728 2021 \u5e74\uff0cKamath \u7b49\u4eba\u5c06\u4e3b\u6d41\u7684\u7ec6\u7c92\u5ea6\u68c0\u6d4b\u6570\u636e\u96c6\u8fdb\u884c\u6df7\u5408\uff0c\u540c\u65f6\u5c06\u5b9a\u4f4d\u4efb\u52a1\u4f5c\u4e3a\u4e00\u4e2a\u8c03\u5236\u7684\u68c0\u6d4b\u4efb\u52a1\uff0c\u5b9a\u4f4d\u7684\u9884\u8bad\u7ec3\u6570\u636e\u5f97\u5230\u8fdb\u4e00\u6b65\u7684\u6269\u5927\uff0c\u4ece\u800c\u4f7f\u5f97\u89c6\u89c9\u5b9a\u4f4d\u7684\u6027\u80fd\u6709\u4e86\u8fdb\u4e00\u6b65\u7684\u63d0\u5347\u3002\u968f\u540e\uff0c\u968f\u7740 2021 \u5e74\u9884\u8bad\u7ec3\u8303\u5f0f\u7684\u51fa\u73b0\uff08\u5982\uff0cVLP \u548c MLLMs\uff09\uff0c\u8fd1\u4e9b\u5e74\u4e5f\u6d8c\u73b0\u51fa\u4e86\u66f4\u5927\u89c4\u6a21\u7684\u7ec6\u7c92\u5ea6\u6570\u636e\u96c6\uff0c\u5982 GRIT \u7b49\uff0c\u4e0d\u65ad\u7684\u63a8\u8fdb\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u8d70\u5411\u65b0\u7684\u9ad8\u5cf0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b793261ffa7e37ec24a7a3699ac4f3ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b793261ffa7e37ec24a7a3699ac4f3ce.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3. \u89c6\u89c9\u5b9a\u4f4d\u7684\u4e94\u79cd\u6280\u672f\u8def\u7ebf\u53ca\u8fd1\u5341\u5e74\u53d1\u5c55\u4e2d\u7684\u51e0\u4e2a\u4e3b\u8981\u9636\u6bb5<\/sup><\/em><\/p>\n<p>\u4ece\u7b97\u6cd5\u548c\u7b97\u529b\u7684\u89d2\u5ea6\uff0c\u89c6\u89c9\u5b9a\u4f4d\u7684\u7814\u7a76\u5728\u53d7\u6df1\u5ea6\u5b66\u4e60\u4e3b\u6d41\u7b97\u6cd5\u548c\u7b97\u529b\u7684\u5f71\u54cd\u4e5f\u5728\u4e0d\u65ad\u7684\u6f14\u5316\u3002\u5982\u56fe 3 \u6240\u793a\uff0c\u4f9d\u636e\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u53d1\u5c55\uff0c\u6211\u4eec\u5927\u81f4\u53ef\u4ee5\u5c06\u89c6\u89c9\u5b9a\u4f4d\u7684\u7814\u7a76\u5206\u6210\u4e09\u4e2a\u9636\u6bb5\uff0c2014 \u5e74\u4ee5\u524d\u4e3a\u521d\u671f\uff0c2014 \u5e74\u81f3 2020 \u5e74\u4e3a\u65e9\u671f\uff0c2021 \u81f3\u4eca\u4e3a\u9ad8\u901f\u53d1\u5c55\u7684\u65f6\u671f\u3002\u5728 2014 \u5e74\u4ee5\u524d\uff0c\u89c6\u89c9\u5b9a\u4f4d\u4f5c\u4e3a\u4e00\u4e2a\u9a8c\u8bc1\u4efb\u52a1\u7528\u4e8e\u8f85\u52a9 REG\uff0c\u90a3\u65f6\u8fd8\u5e76\u672a\u6210\u4f53\u7cfb\u3002\u90a3\u65f6\u7684\u65b9\u6cd5\u4e3b\u8981\u662f\u901a\u8fc7\u4e00\u4e9b NLP \u8bed\u8a00\u89e3\u6790\u7684\u624b\u6bb5\u5728\u5f31\u76d1\u7763\u7684\u8bbe\u7f6e\u4e0b\u5bf9 proposal \u8fdb\u884c\u9009\u62e9\u3002\u5728 2014 \u81f3 2020 \u5e74\u671f\u95f4\uff0c\u89c6\u89c9\u5b9a\u4f4d\u5728\u7b97\u6cd5\u4e0a\u4e3b\u8981\u662f\u901a\u8fc7\u4ee5\u5c0f\u89c4\u6a21\u7684 LSTM \u7f51\u7edc\u5bf9\u8bed\u8a00\u8fdb\u884c\u7f16\u7801\uff0c\u901a\u8fc7 CNN \u7f51\u7edc\u5bf9\u56fe\u50cf\u8fdb\u884c\u7f16\u7801\uff0c\u518d\u57fa\u4e8e\u4e8c\u9636\u6bb5\u6216\u4e00\u9636\u6bb5\u65b9\u5f0f\u5b9e\u73b0\u5b9a\u4f4d\u7ed3\u679c\u3002\u5df2\u6709\u7684\u7efc\u8ff0\u4e2d\uff0cQiao \u7b49\u4eba\u5bf9\u6b64\u65f6\u671f\u7684\u5de5\u4f5c\u5728\u65b9\u6cd5\u4e0a\u8fdb\u884c\u4e86\u603b\u7ed3\u3002\u7136\u800c\uff0c\u5728 2021 \u5e74\u4e4b\u540e\uff0c\u968f\u7740 Transformer \u7684\u63d0\u51fa\uff0cLSTM \u548c CNN \u65b9\u6cd5\u9010\u6e10\u88ab\u6452\u5f03\u3002\u540c\u65f6\uff0c\u968f\u7740\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u9884\u8bad\u7ec3\u518d\u5fae\u8c03\u6210\u4e3a\u4e0b\u6e38\u8fc1\u79fb\u7684\u57fa\u7840\u8303\u5f0f\u3002\u6b64\u65f6\uff0c\u5355\u6a21\u6001\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982 Bert\uff0cDETR \u7b49\uff09\u548c\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982\uff0cCLIP\uff09\u5f00\u59cb\u5e94\u7528\u5728\u89c6\u89c9\u5b9a\u4f4d\u5f53\u4e2d\u3002\u5728\u6b64\u671f\u95f4\uff0c\u5404\u79cd\u5404\u6837\u7684\u8bbe\u7f6e\uff0c\u5982\u5168\u76d1\u7763\u3001\u5f31\u76d1\u7763\u3001\u96f6\u6837\u672c\u7b49\u7b49\uff0c\u5f00\u59cb\u6d8c\u73b0\u3002\u6b64\u5916\uff0c\u968f\u7740\u7b97\u529b\u7684\u7a81\u98de\u731b\u8fdb\uff0c\u9884\u8bad\u7ec3\u4e2d\u7684\u6a21\u578b\u548c\u6570\u636e\u8d8a\u6765\u8d8a\u5927\uff0c\u6df1\u5ea6\u5b66\u4e60\u7684\u5c3a\u5ea6\u6cd5\u5219\uff08Scaling Law\uff09\u5728\u89c6\u89c9\u5b9a\u4f4d\u4e2d\u4e5f\u5f97\u5230\u4f53\u73b0\u3002\u5728 2023 \u5e74\uff0c\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u3001\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5c3a\u5ea6\u89c4\u5f8b\u7684\u52a0\u6301\u4e0b\u8868\u73b0\u51fa\u60ca\u4eba\u7684\u6548\u679c\u4e4b\u540e\uff0c\u5b9a\u4f4d\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08GMLLMs\uff09\u5982\u96e8\u540e\u6625\u7b0b\u4e00\u822c\uff0c\u5728\u77ed\u77ed 1 \u5e74\u591a\u65f6\u95f4\u6d8c\u73b0\u4e86\u5927\u91cf\u7684\u4ee3\u8868\u6027\u5de5\u4f5c\uff0c\u5982 LION, Ferret \u7b49\u7b49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0dbf81f52665946482e5e05bd331ae5b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0dbf81f52665946482e5e05bd331ae5b.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4. \u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u8fd1\u5341\u5e74\u53d1\u5c55\u8d8b\u52bf<\/sup><\/em><\/p>\n<p>\u5982\u56fe 4 \u6240\u793a\u4e3a\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u8fd9\u5341\u5e74\u6765\u5728\u8bba\u6587\u6570\u91cf\u548c RefCOCO \u6570\u636e\u96c6\u6027\u80fd\u4e0a\u7684\u589e\u957f\u8d8b\u52bf\u3002\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u4ece 2014 \u4ee5\u6765\uff0c\u7ecf\u5386\u4e86\u9ad8\u901f\u53d1\u5c55\u7684\u8fd1 10 \u5e74\uff0c\u5176\u4e2d\u8bba\u6587\u6570\u91cf\u4e0a 2024 \u5e74\u8bba\u6587\u6bd4 2021 \u5e74\u589e\u957f\u4e86\u8fd1 3 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\u7cfb\u5217\u6570\u636e\u96c6\u63d0\u51fa\u5df2\u8fd1 10 \u5e74\uff0c\u5f53\u524d\u4f9d\u7136\u662f\u6838\u5fc3\u7684\u8bc4\u4ef7\u57fa\u51c6\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u6570\u636e\u96c6\u4ece\u6027\u80fd\u4e0a\u5df2\u7ecf\u5feb\u63a5\u8fd1\u6781\u9650\uff0c\u8fd9\u5bfc\u81f4\u65b0\u7684\u5de5\u4f5c\u7684\u6027\u80fd\u589e\u76ca\u6709\u9650\u3002\u540c\u65f6\uff0c\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u5df2\u6709\u7684\u6570\u636e\u96c6\u5df2\u7ecf\u4e0d\u80fd\u6ee1\u8db3\u57fa\u672c\u4efb\u52a1\u7684\u8bbe\u5b9a\u3002\u6bd4\u5982\u8bf4\uff0c\u73b0\u6709\u7684\u6570\u636e\u96c6\u662f\u5b9a\u4f4d\u51fa\u4e00\u4e2a\u7269\u4f53\uff0c\u7136\u800c\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u4f9d\u636e\u89c6\u89c9\u5b9a\u4f4d\u7684\u6982\u5ff5\uff0c\u5982\u56fe 5 \u6240\u793a\uff0c\u6570\u636e\u96c6\u5e94\u8be5\u8981\u6ee1\u8db3\u4e09\u79cd\u60c5\u51b5\uff0c\u5373\uff081\uff09\u5b9a\u4f4d 1 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\u5e74\u8fc7\u53bb\uff0c\u591a\u6a21\u6001\u7684\u7814\u7a76\u5c40\u9762\u5df2\u7ecf\u53d1\u751f\u4e86\u5de8\u5927\u7684\u53d8\u5316\uff0c\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u5df2\u7ecf\u6d8c\u73b0\u4e86\u5927\u91cf\u7684\u5de5\u4f5c\uff0c\u65e9\u5df2\u4e0e\u6b64\u524d\u7684\u60c5\u51b5\u5927\u4e0d\u76f8\u540c\u3002\u56e0\u6b64\uff0c\u6b64\u65f6\u975e\u5e38\u6025\u8feb\u9700\u8981\u6709\u4e00\u7bc7\u89c6\u89c9\u5b9a\u4f4d\u7efc\u8ff0\u5bf9\u6700\u8fd1\u7684\u5de5\u4f5c\u505a\u4e00\u4e2a\u603b\u7ed3\uff0c\u5e76\u7ed9\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u6307\u660e\u65b0\u7684\u65b9\u5411\u3002<\/p>\n<p><strong>\u4e09\u3001\u7efc\u8ff0\u6d41\u7a0b<\/strong><\/p>\n<p>\u672c\u6587\u7684\u63d0\u51fa\uff0c\u5c31\u662f\u4e3a\u4e86\u5bf9\u89c6\u89c9\u5b9a\u4f4d\u8fc7\u53bb\u5341\u5e74\u7684\u53d1\u5c55\u505a\u4e00\u4e2a\u603b\u7ed3\uff0c\u5e76\u53ca\u65f6\u89e3\u51b3\u4e0a\u8ff0\u5728\u89c6\u89c9\u5b9a\u4f4d\u53d1\u5c55\u8fc7\u7a0b\u4e2d\u7d2f\u79ef\u7684\u95ee\u9898\u3002\u56fe 6 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\u7ae0\u4e2d\uff0c\u7814\u7a76\u8005\u5c06\u4ecb\u7ecd\u80cc\u666f\u77e5\u8bc6\uff0c\u5305\u62ec\u57fa\u672c\u7684\u4efb\u52a1\u5b9a\u4e49\u3001\u8bc4\u4ef7\u6807\u51c6\u548c\u5f3a\u76f8\u5173\u7684\u7814\u7a76\u9886\u57df\u3002\u9664\u4e86\u56fe 1 \u6240\u793a\u7684\u7ecf\u5178\u89c6\u89c9\u5b9a\u4f4d\u4e4b\u5916\uff0c\u4f5c\u8005\u8fd8\u91cd\u70b9\u4ecb\u7ecd\u4e86\u8fd1\u671f\u7684\u4e00\u79cd\u65b0\u578b\u8bbe\u7f6e\uff1a\u5e7f\u4e49\u89c6\u89c9\u5b9a\u4f4d\u3002\u5982\u56fe5\u6240\u793a\uff0c\u5728\u5e7f\u4e49\u89c6\u89c9\u5b9a\u4f4d\u7684\u5b9a\u4e49\u4e4b\u4e0b\uff0c\u5b9a\u4f4d\u4efb\u52a1\u6253\u7834\u4e86\u4f20\u7edf\u4e00\u4e2a\u6587\u672c\u5fc5\u7136\u5b9a\u4f4d\u4e00\u4e2a\u7269\u4f53\u7684\u5f3a\u5047\u8bbe\u9650\u5236\uff0c\u4ece\u800c\u8f6c\u4e3a\u9700\u8981\u5b9a\u4e49\u81ea\u7136\u6570\u4e2a\u7269\u4f53\uff08\u5373\uff0c\u4e00\u4e2a\uff0c\u591a\u4e2a\uff0c\u548c\u96f6\u4e2a\u7269\u4f53\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-15b5cce0f45bfc784c1defa46e1a9e5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-15b5cce0f45bfc784c1defa46e1a9e5a.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 7. \u5f53\u524d\u4e3b\u6d41\u89c6\u89c9\u5b9a\u4f4d\u8bbe\u7f6e\u5dee\u5f02\u5bf9\u6bd4\u793a\u610f\u56fe<\/sup><\/em><\/p>\n<p>\u968f\u540e\uff0c\u5728\u7b2c 3 \u7ae0\u4e2d\uff0c\u7814\u7a76\u8005\u5c06\u4ece\u4efb\u52a1\u8bbe\u7f6e\u7684\u89c6\u89d2\u51fa\u53d1\uff0c\u5206\u522b\u4ece\u5168\u76d1\u7763\u3001\u5f31\u76d1\u7763\u3001\u534a\u76d1\u7763\u3001\u65e0\u76d1\u7763\u3001\u96f6\u6837\u672c\u3001\u5e7f\u4e49\u89c6\u89c9\u5b9a\u4f4d\u65b0\u578b\u8bbe\u7f6e\u7b49 6 \u4e2a\u65b9\u9762\u5bf9\u5f53\u524d\u7684\u7814\u7a76\u8fdb\u884c\u7cfb\u7edf\u6027\u56de\u987e\uff0c\u5e76\u6bd4\u8f83\u4e86\u4e0d\u540c\u4efb\u52a1\u8bbe\u7f6e\u4e0b\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u679c\u3002\u56fe 7 \u662f\u5f53\u524d\u4e3b\u6d41\u89c6\u89c9\u5b9a\u4f4d\u8bbe\u7f6e\u5728\u76d1\u7763\u4fe1\u606f\u4e0a\u7684\u5dee\u5f02\u5bf9\u6bd4\u793a\u610f\u56fe\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-feee60d6a9a7cf426cd0b59f818c6c51.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-feee60d6a9a7cf426cd0b59f818c6c51.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 8. \u4f20\u7edf\u89c6\u89c9\u5b9a\u4f4d\u4e2d\u4e00\u9636\u6bb5\u548c\u4e8c\u9636\u6bb5\u5904\u7406\u6d41\u7a0b\u5bf9\u6bd4<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-67bcbd769adcf1e9e6fcebdc12ea2efd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-67bcbd769adcf1e9e6fcebdc12ea2efd.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 9. \u5168\u76d1\u7763\u89c6\u89c9\u5b9a\u4f4d\u7684\u4e94\u79cd\u4ee3\u8868\u6027\u6a21\u578b\u6846\u67b6<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a2bbd581f0f750dcfe5b6821caa90935.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a2bbd581f0f750dcfe5b6821caa90935.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8bba\u6587\u8868 2. \u5168\u76d1\u7763\u89c6\u89c9\u5b9a\u4f4d\u6309\u4e09\u79cd\u5b9e\u9a8c\u8bbe\u7f6e\u8fdb\u884c\u5212\u5206\u7684 SoTA \u7ed3\u679c\u5bf9\u6bd4<\/sup><\/em><\/p>\n<p>\u5728\u4e0a\u8ff0\u8fd9\u4e9b\u8bbe\u7f6e\u4e2d\uff0c\u7279\u522b\u662f\u5168\u76d1\u7763\u8bbe\u7f6e\uff0c\u5176\u4f5c\u4e3a\u4e3b\u6d41\u7684\u8bbe\u7f6e\u5728\u8bba\u6587\u7b2c 3 \u7ae0\u4e2d\u8fdb\u884c\u4e86\u91cd\u70b9\u4ecb\u7ecd\u3002\u5728\u6280\u672f\u8def\u7ebf\u4e0a\uff0c\u5982\u56fe 3 \u6240\u793a\uff0c\u4f5c\u8005\u5c06\u73b0\u6709\u7684\u6280\u672f\u8def\u7ebf\u5206\u4e3a 5 \u5927\u7c7b\uff0c\u5206\u522b\u662f\u4f20\u7edf\u57fa\u4e8e CNN \u68c0\u6d4b\u5668\u7684\u65b9\u6cd5\uff0c\u4f20\u7edf\u57fa\u4e8e Transformer \u7684\u65b9\u6cd5\uff0c\u57fa\u4e8e VLP \u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u5b9a\u4f4d\u5bfc\u5411\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u53ca\u5728 2023 \u5e74\u6d8c\u73b0\u7684\u5b9a\u4f4d\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5\u3002\u9488\u5bf9\u4f20\u7edf\u57fa\u4e8e CNN \u68c0\u6d4b\u5668\u7684\u65b9\u6cd5\uff0c\u5982\u56fe 8 \u6240\u793a\uff0c\u4f5c\u8005\u9996\u5148\u4ecb\u7ecd\u5728\u4f20\u7edf CNN \u65f6\u671f\u7684\u4e00\u9636\u6bb5\u89c6\u89c9\u5b9a\u4f4d\u548c\u4e8c\u9636\u6bb5\u89c6\u89c9\u5b9a\u4f4d\u7684\u5904\u7406\u6d41\u7a0b\u3002\u968f\u540e\uff0c\u5982\u56fe 9 \u6240\u793a\uff0c\u4f5c\u8005\u5728\u8fd9\u4e00\u7ae0\u4e2d\uff0c\u5206\u6790\u6982\u62ec\u4e86\u73b0\u6709\u5168\u76d1\u7763\u89c6\u89c9\u5b9a\u4f4d\u7684\u4e94\u79cd\u4ee3\u8868\u6027\u6a21\u578b\u6846\u67b6\uff08\u5373\uff0c2 \u4e2a\u6a21\u6001\u7f16\u7801\u5668 + 1 \u4e2a\u878d\u5408\u7f16\u7801\u5668\uff0c2 \u4e2a\u6a21\u6001\u7f16\u7801\u5668 + 1 \u4e2a\u878d\u5408\u7f16\u7801\u5668 + 1 \u4e2a\u89e3\u7801\u5668\uff0c\u4ec5 2 \u4e2a\u6a21\u6001\u7f16\u7801\u5668\u7ed3\u6784\uff0c\u5355\u5854\u7f16\u7801\u5668\u7ed3\u6784\uff0c\u4ee5\u53ca\u5f53\u524d\u7684\u5b9a\u4f4d\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7ed3\u6784\uff09\u3002\u6b64\u5916\uff0c\u5982\u56fe\u8bba\u6587\u8868 2 \u6240\u793a\uff0c\u4f5c\u8005\u8fd8\u5bf9\u73b0\u6709\u7684\u5168\u76d1\u7763\u8bbe\u7f6e\u5728\u6570\u636e\u96c6\u7684\u4f7f\u7528\u4e0a\u5212\u5206\u51fa\u56db\u79cd\u5b9e\u9a8c\u5927\u7c7b\u8bbe\u7f6e\u5df2\u8fdb\u884c\u516c\u5e73\u7684\u6bd4\u8f83\uff0c\u5206\u522b\u662f\u57fa\u4e8e\u5355\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u95ed\u96c6\u68c0\u6d4b\u5668\u548c\u8bed\u8a00\u6a21\u578b\u7684\u5355\u6570\u636e\u96c6\u5fae\u8c03\uff0c\u57fa\u4e8e\u81ea\u76d1\u7763\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u5355\u6570\u636e\u96c6\u5fae\u8c03\uff0c\u57fa\u4e8e\u591a\u6570\u636e\u96c6\u6df7\u5408\u7684\u4e2d\u95f4\u9884\u8bad\u7ec3\u8bbe\u7f6e\uff0c\u4ee5\u53ca\u5b9a\u4f4d\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a352fe5cce6bb448aa0bb96122fda3d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a352fe5cce6bb448aa0bb96122fda3d5.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8bba\u6587\u8868 5 \u96f6\u6837\u672c\u89c6\u89c9\u5b9a\u4f4d\u8bbe\u7f6e\u7684 4 \u79cd\u5b50\u8bbe\u7f6e<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bdaba7a3ab813d5944e0d70984f105cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bdaba7a3ab813d5944e0d70984f105cb.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 10. \u5168\u76d1\u7763\u89c6\u89c9\u5b9a\u4f4d\u3001\u4f20\u7edf\u96f6\u6837\u672c\u89c6\u89c9\u5b9a\u4f4d\u548c\u5f00\u653e\u8bcd\u6c47\u96f6\u6837\u672c\u89c6\u89c9\u5b9a\u4f4d\u5bf9\u6bd4<\/sup><\/em><\/p>\n<p>\u5728\u7b2c 3 \u7ae0\u8282\u7684\u96f6\u6837\u672c\u90e8\u5206\uff0c\u4e3a\u4e86\u89c4\u8303\u5f53\u524d\u7684\u7814\u7a76\uff0c\u5982\u8bba\u6587\u8868 5 \u6240\u793a\uff0c\u4f5c\u8005\u5c06\u96f6\u6837\u672c\u8bbe\u7f6e\u5206\u6210 4 \u79cd\u60c5\u51b5\uff0c\u5206\u522b\u662f\uff08a\uff09\u5b9a\u4f4d\u65b0\u7c7b\u7269\u4f53\u548c\u672a\u89c1\u8fc7\u7684\u540d\u8bcd\u77ed\u8bed\uff0c\uff08b\uff09\u5f00\u653e\u8bcd\u6c47\u7684\u89c6\u89c9\u5b9a\u4f4d\uff0c\uff08c\uff09\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u5df2\u6709 Proposal \u60c5\u51b5\u4e0b\u7684\u514d\u5fae\u8c03 \/ \u514d\u8bad\u7ec3\u5b66\u4e60\uff0c\uff08d\uff09\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u57fa\u7840\u4e0a\u514d proposal \u548c\u514d\u5fae\u8c03\u7684\u76f4\u63a5\u5b9a\u4f4d\u3002\u5982\u56fe 10 \u6240\u793a\u4e3a\u5168\u76d1\u7763\u8bbe\u7f6e\u3001\u4f20\u7edf\u96f6\u6837\u672c\u8bbe\u7f6e\u548c\u5f00\u653e\u8bcd\u6c47\u89c6\u89c9\u5b9a\u4f4d\u8bbe\u7f6e\u7684\u8bed\u4e49\u793a\u610f\u56fe\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1cc1f9d647fc6dfcd522a9788a58a680.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1cc1f9d647fc6dfcd522a9788a58a680.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 11. 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