{"id":40860,"date":"2026-03-19T00:05:59","date_gmt":"2026-03-18T16:05:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=40860"},"modified":"2026-03-19T00:05:59","modified_gmt":"2026-03-18T16:05:59","slug":"%e5%8c%97%e5%a4%a7%e7%8e%8b%e9%80%89%e6%89%80%e5%bd%ad%e5%ae%87%e6%96%b0%e5%9b%a2%e9%98%9f%ef%bc%9a%e8%ae%a9%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ad%a6%e4%bc%9a%e3%80%8c%e7%9c%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40860","title":{"rendered":"\u5317\u5927\u738b\u9009\u6240\u5f6d\u5b87\u65b0\u56e2\u961f\uff1a\u8ba9\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b66\u4f1a\u300c\u770b\u61c2\u7269\u79cd\u5173\u7cfb\u300d\u4e28CVPR 2026"},"content":{"rendered":"<p>\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53d1\u5c55\u6b63\u5728\u4e0d\u65ad\u63a8\u52a8\u89c6\u89c9\u7406\u89e3\u80fd\u529b\u7684\u63d0\u5347\u3002\u4ece\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u5230\u89c6\u89c9\u95ee\u7b54\u7b49\u4efb\u52a1\uff0c\u89c6\u89c9\u7cfb\u7edf\u5df2\u7ecf\u80fd\u591f\u5728\u591a\u79cd\u573a\u666f\u4e2d\u5b9e\u73b0\u8f83\u9ad8\u6c34\u5e73\u7684\u8bc6\u522b\u548c\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u5728\u66f4\u590d\u6742\u7684\u5c42\u7ea7\u89c6\u89c9\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0c\u73b0\u6709\u6a21\u578b\u4ecd\u7136\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002<\/p>\n<p>\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u8bb8\u591a\u89c6\u89c9\u6982\u5ff5\u5929\u7136\u5177\u6709\u5c42\u7ea7\u7ed3\u6784\uff0c\u4f8b\u5982\u751f\u7269\u5206\u7c7b\u4f53\u7cfb\u4e2d\u7684\u201c\u754c\u2014\u95e8\u2014\u7eb2\u2014\u76ee\u2014\u79d1\u2014\u5c5e\u2014\u79cd\u201d\uff0c\u4ee5\u53ca\u5546\u54c1\u5206\u7c7b\u3001\u533b\u5b66\u8bca\u65ad\u7b49\u9886\u57df\u4e2d\u7684\u591a\u5c42\u7ea7\u6807\u7b7e\u4f53\u7cfb\u3002\u8fd9\u7c7b\u4efb\u52a1\u4e0d\u4ec5\u8981\u6c42\u6a21\u578b\u8bc6\u522b\u5177\u4f53\u7c7b\u522b\uff0c\u8fd8\u9700\u8981\u7406\u89e3\u4e0d\u540c\u7c7b\u522b\u4e4b\u95f4\u7684\u5c42\u7ea7\u5173\u7cfb\u548c\u8bed\u4e49\u7ed3\u6784\u3002\u4f46\u76ee\u524d\u591a\u6570\u89c6\u89c9\u6a21\u578b\u4ecd\u7136\u57fa\u4e8e\u6241\u5e73\u5206\u7c7b\u6846\u67b6\u8fdb\u884c\u8bad\u7ec3\uff0c\u5728\u8fdb\u884c\u5c42\u7ea7\u9884\u6d4b\u65f6\u5bb9\u6613\u51fa\u73b0\u5206\u7c7b\u8def\u5f84\u4e0d\u4e00\u81f4\u6216\u5c42\u7ea7\u5173\u7cfb\u51b2\u7a81\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u5728\u5f00\u653e\u4e16\u754c\u73af\u5883\u4e2d\uff0c\u89c6\u89c9\u6a21\u578b\u8fd8\u9700\u8981\u5177\u5907\u8bc6\u522b\u672a\u77e5\u7c7b\u522b\u7684\u80fd\u529b\u3002\u4ee5\u751f\u7269\u8bc6\u522b\u4efb\u52a1\u4e3a\u4f8b\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7269\u79cd\u6570\u91cf\u8fdc\u8fdc\u8d85\u8fc7\u73b0\u6709\u6570\u636e\u96c6\u7684\u8986\u76d6\u8303\u56f4\uff0c\u65b0\u7684\u7269\u79cd\u4ecd\u5728\u4e0d\u65ad\u88ab\u53d1\u73b0\u3002<\/p>\n<p>\u5f53\u6a21\u578b\u9762\u5bf9\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u51fa\u73b0\u7684\u7c7b\u522b\u65f6\uff0c\u5f80\u5f80\u96be\u4ee5\u8fdb\u884c\u5408\u7406\u63a8\u65ad\u3002\u5982\u4f55\u5229\u7528\u5df2\u6709\u77e5\u8bc6\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u7c7b\u522b\u4e4b\u95f4\u7684\u5c42\u7ea7\u7ed3\u6784\uff0c\u5e76\u5728\u6709\u9650\u6570\u636e\u6761\u4ef6\u4e0b\u63a8\u65ad\u672a\u77e5\u7c7b\u522b\uff0c\u9010\u6e10\u6210\u4e3a\u5f53\u524d\u89c6\u89c9\u667a\u80fd\u7814\u7a76\u4e2d\u7684\u91cd\u8981\u95ee\u9898\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u5317\u5927\u738b\u9009\u6240\u7684\u5f6d\u5b87\u65b0\u56e2\u961f\u5728\u8bba\u6587\u300aTaxonomy-Aware Representation Alignment for Hierarchical Visual Recognition with Large Multimodal Models\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5 TARA\u3002<\/p>\n<p>\u4ed6\u4eec\u901a\u8fc7\u5f15\u5165\u751f\u7269\u57fa\u7840\u6a21\u578b\u4e2d\u7684\u5206\u7c7b\u5b66\u77e5\u8bc6\uff0c\u5e76\u5c06\u5176\u4e0e\u591a\u6a21\u6001\u6a21\u578b\u7684\u4e2d\u95f4\u8868\u5f81\u8fdb\u884c\u5bf9\u9f50\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u5230\u5177\u6709\u5c42\u7ea7\u7ed3\u6784\u7684\u89c6\u89c9\u8868\u793a\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u5728\u5c42\u7ea7\u89c6\u89c9\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u4e00\u81f4\u6027\u8868\u73b0\uff0c\u5e76\u589e\u5f3a\u5176\u5728\u672a\u77e5\u7c7b\u522b\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-9e06c825824084561ebfa266576e4712.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-9e06c825824084561ebfa266576e4712.png\"><\/a><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2603.00431<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=40860\/#TARA_%E8%AE%A9%E5%A4%9A%E6%A8%A1%E6%80%81%E6%A8%A1%E5%9E%8B%E6%9B%B4%E6%87%82%E3%80%8C%E5%B1%82%E7%BA%A7%E5%85%B3%E7%B3%BB%E3%80%8D\" >TARA \u8ba9\u591a\u6a21\u6001\u6a21\u578b\u66f4\u61c2\u300c\u5c42\u7ea7\u5173\u7cfb\u300d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40860\/#%E4%BB%8E%E6%95%B0%E6%8D%AE%E5%88%B0%E8%AE%AD%E7%BB%83%E7%9A%84%E5%AE%8C%E6%95%B4%E5%AE%9E%E9%AA%8C%E6%A1%86%E6%9E%B6\" >\u4ece\u6570\u636e\u5230\u8bad\u7ec3\u7684\u5b8c\u6574\u5b9e\u9a8c\u6846\u67b6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=40860\/#%E8%AE%A9%E8%A7%86%E8%A7%89%E6%A8%A1%E5%9E%8B%E5%AD%A6%E4%BC%9A%E3%80%8C%E6%8E%A8%E6%96%AD%E6%9C%AA%E7%9F%A5%E3%80%8D\" >\u8ba9\u89c6\u89c9\u6a21\u578b\u5b66\u4f1a\u300c\u63a8\u65ad\u672a\u77e5\u300d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=40860\/#%E6%9E%84%E5%BB%BA_TARA_%E7%9A%84%E4%BA%BA\" >\u6784\u5efa TARA \u7684\u4eba<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"TARA_%E8%AE%A9%E5%A4%9A%E6%A8%A1%E6%80%81%E6%A8%A1%E5%9E%8B%E6%9B%B4%E6%87%82%E3%80%8C%E5%B1%82%E7%BA%A7%E5%85%B3%E7%B3%BB%E3%80%8D\"><\/span>TARA \u8ba9\u591a\u6a21\u6001\u6a21\u578b\u66f4\u61c2\u300c\u5c42\u7ea7\u5173\u7cfb\u300d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b9e\u9a8c\u56e2\u961f\u901a\u8fc7\u5728\u591a\u4e2a\u6570\u636e\u96c6\u548c\u591a\u79cd\u8bc4\u4ef7\u6307\u6807\u4e0b\u5f00\u5c55\u5b9e\u9a8c\uff0c\u5bf9\u63d0\u51fa\u7684 TARA\uff08Taxonomy-Aware Representation Alignment\uff09\u65b9\u6cd5\u5728\u5c42\u7ea7\u89c6\u89c9\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u8fdb\u884c\u4e86\u9a8c\u8bc1\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5728\u5df2\u77e5\u7c7b\u522b\u8bc6\u522b\u80fd\u529b\u65b9\u9762\uff0c\u7814\u7a76\u5728 iNaturalist-2021\uff08iNat21\uff09\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u5927\u91cf\u5177\u6709\u5c42\u7ea7\u5206\u7c7b\u7ed3\u6784\u7684\u751f\u7269\u56fe\u50cf\uff0c\u5e76\u5212\u5206\u4e3a\u690d\u7269\u548c\u52a8\u7269\u4e24\u4e2a\u5b50\u6570\u636e\u96c6\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u5f15\u5165 TARA \u65b9\u6cd5\u4e4b\u540e\uff0c\u6a21\u578b\u5728\u591a\u4e2a\u8bc4\u4ef7\u6307\u6807\u4e0a\u5747\u83b7\u5f97\u660e\u663e\u63d0\u5347\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/p>\n<p>\u5728 iNat21-Plant \u6570\u636e\u96c6\u4e0a\uff0cQwen3-VL-2B \u57fa\u7840\u6a21\u578b\u5728\u7ecf\u8fc7\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u540e\uff0c\u5c42\u7ea7\u4e00\u81f4\u6027\u51c6\u786e\u7387\uff08HCA\uff09\u7531 9.23% \u63d0\u5347\u5230 12.78%\uff0c\u53f6\u8282\u70b9\u51c6\u786e\u7387\uff08Accleaf\uff09\u7531 31.96% \u63d0\u5347\u5230 32.66%\uff0c\u540c\u65f6 POR\u3001S-POR \u548c TOR \u7b49\u5c42\u7ea7\u8bc4\u4ef7\u6307\u6807\u4e5f\u5206\u522b\u63d0\u5347\u7ea6 3% \u81f3 6%\u3002<\/p>\n<p>\u5728 iNat21-Animal \u6570\u636e\u96c6\u4e0a\uff0cHCA \u7531 8.57%\u63d0\u5347\u5230 10.26%\uff0cAccleaf \u7531 29.32% \u63d0\u5347\u5230 30.77%\uff0c\u5176\u4ed6\u5c42\u7ea7\u6307\u6807\u4e5f\u5747\u5448\u73b0\u63d0\u5347\u8d8b\u52bf\u3002\u5bf9\u4e8e\u89c4\u6a21\u66f4\u5927\u7684 Qwen2.5-VL-3B \u6a21\u578b\uff0c\u5728\u690d\u7269\u6570\u636e\u96c6\u4e0a\u7684 HCA \u63d0\u5347\u81f3 19.53%\uff0c\u5728\u52a8\u7269\u6570\u636e\u96c6\u4e0a\u7684 HCA \u63d0\u5347\u81f3 24.02%\uff0c\u5404\u9879\u6307\u6807\u5747\u6301\u7eed\u63d0\u9ad8\u3002\u4ee5\u4e0a\u7ed3\u679c\u8868\u660e\uff0cTARA \u65b9\u6cd5\u80fd\u591f\u7a33\u5b9a\u63d0\u5347\u4e0d\u540c\u89c4\u6a21\u591a\u6a21\u6001\u6a21\u578b\u5728\u5c42\u7ea7\u5206\u7c7b\u4efb\u52a1\u4e2d\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-c165ae2b3f8c9cece7bcb61affb00c27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-c165ae2b3f8c9cece7bcb61affb00c27.png\"><\/a><\/p>\n<p>\u5176\u6b21\uff0c\u5728\u672a\u77e5\u7c7b\u522b\u8bc6\u522b\u80fd\u529b\u65b9\u9762\uff0c\u7814\u7a76\u56e2\u961f\u4e3a\u4e86\u9a8c\u8bc1\u6a21\u578b\u662f\u5426\u771f\u6b63\u5b66\u4e60\u5230\u5206\u7c7b\u5b66\u77e5\u8bc6\uff0c\u800c\u975e\u4ec5\u4ec5\u8bb0\u5fc6\u8bad\u7ec3\u7c7b\u522b\uff0c\u5728 TerraIncognita \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u5927\u91cf\u7a00\u6709\u6216\u672a\u77e5\u7269\u79cd\u56fe\u50cf\uff0c\u5176\u4e2d\u90e8\u5206\u7269\u79cd\u53ef\u80fd\u4ece\u672a\u51fa\u73b0\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u5df2\u77e5\u7c7b\u522b\u573a\u666f\u4e0b\uff0cOrder F1 \u4ece 23.30 \u63d0\u5347\u5230 41.56\uff0cFamily F1 \u4ece 11.47 \u63d0\u5347\u5230 25.47\uff1b\u5728\u672a\u77e5\u7c7b\u522b\u573a\u666f\u4e0b\uff0cOrder F1 \u4ece 23.30 \u63d0\u5347\u5230 33.45\uff0cFamily F1 \u4ece 11.47 \u63d0\u5347\u5230 12.67\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0cTARA \u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u5bf9\u5df2\u77e5\u7c7b\u522b\u7684\u8bc6\u522b\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u663e\u8457\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u9762\u5bf9\u672a\u77e5\u7269\u79cd\u65f6\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-835d362b3e8c568cf9adaffe5d481393.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-835d362b3e8c568cf9adaffe5d481393.png\"><\/a><\/p>\n<p>\u518d\u6b21\uff0c\u5728\u6a21\u578b\u8868\u5f81\u80fd\u529b\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u7ebf\u6027\u63a2\u9488\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u5206\u6790\u4e86 TARA \u5bf9\u89c6\u89c9\u7279\u5f81\u8868\u8fbe\u80fd\u529b\u7684\u5f71\u54cd\u3002\u5b9e\u9a8c\u8fc7\u7a0b\u4e3a\u4ece\u6a21\u578b\u6700\u540e\u4e00\u5c42\u63d0\u53d6\u56fe\u50cf token \u8868\u5f81\uff0c\u5e76\u5229\u7528\u7ebf\u6027\u5206\u7c7b\u5668\u8fdb\u884c\u8bad\u7ec3\uff0c\u5728 iNat21-Plant \u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u5206\u7c7b\u51c6\u786e\u7387\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u539f\u59cb\u6a21\u578b\u7684\u5206\u7c7b\u51c6\u786e\u7387\u4e3a 13.30%\uff0c\u52a0\u5165\u5f3a\u5316\u5b66\u4e60\u540e\u63d0\u5347\u5230 14.40%\uff0c\u5728\u8fdb\u4e00\u6b65\u5f15\u5165 TARA \u65b9\u6cd5\u4e4b\u540e\u51c6\u786e\u7387\u63d0\u5347\u5230 18.30%\u3002\u8fd9\u4e00\u7ed3\u679c\u8bf4\u660e TARA \u80fd\u591f\u5e2e\u52a9\u6a21\u578b\u5b66\u4e60\u5230\u66f4\u52a0\u5177\u6709\u5224\u522b\u529b\u7684\u89c6\u89c9\u7279\u5f81\u8868\u793a\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u5206\u7c7b\u578b\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u65b9\u9762\uff0c\u7814\u7a76\u56e2\u961f\u5728 ImageWikiQA \u6570\u636e\u96c6\u4e0a\u5bf9\u6a21\u578b\u6027\u80fd\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u57fa\u4e8e ImageNet \u56fe\u50cf\u7684\u590d\u6742\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u57fa\u7840\u6a21\u578b\u7684\u51c6\u786e\u7387\u4e3a 46.60%\uff0c\u7ecf\u8fc7\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u540e\u63d0\u5347\u5230 48.70%\uff0c\u5728\u5f15\u5165 TARA \u65b9\u6cd5\u4e4b\u540e\u8fdb\u4e00\u6b65\u63d0\u5347\u5230 51.40%\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u901a\u8fc7\u589e\u5f3a\u5c42\u7ea7\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u89c6\u89c9\u7406\u89e3\u548c\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6574\u4f53\u8868\u73b0\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-9e596787d1a5088aa4ba4ea81e3388ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-9e596787d1a5088aa4ba4ea81e3388ed.png\"><\/a><\/p>\n<p>\u6700\u540e\uff0c\u5728\u8bad\u7ec3\u6548\u7387\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6027\u80fd\u53d8\u5316\u8fdb\u884c\u4e86\u5206\u6790\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u8bad\u7ec3\u65e9\u671f\u9636\u6bb5\uff0c\u5f15\u5165 TARA \u7684\u6a21\u578b\u6027\u80fd\u5df2\u7ecf\u8d85\u8fc7\u57fa\u7ebf\u6a21\u578b\uff1b\u5728\u76f8\u540c\u8bad\u7ec3\u6b65\u6570\u6761\u4ef6\u4e0b\uff0cTARA \u6a21\u578b\u7684 HCA \u6307\u6807\u548c\u53f6\u8282\u70b9\u51c6\u786e\u7387\u5747\u9ad8\u4e8e\u672a\u4f7f\u7528\u8be5\u65b9\u6cd5\u7684\u6a21\u578b\uff0c\u8bf4\u660e\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u52a0\u901f\u6a21\u578b\u7684\u8bad\u7ec3\u6536\u655b\u8fc7\u7a0b\u3002\u540c\u65f6\uff0c\u7531\u4e8e TARA \u4ec5\u589e\u52a0\u5c11\u91cf\u6295\u5f71\u5c42\uff0c\u56e0\u6b64\u6574\u4f53\u8ba1\u7b97\u5f00\u9500\u8f83\u5c0f\uff0c\u5bf9\u8bad\u7ec3\u6548\u7387\u5f71\u54cd\u6709\u9650\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-8365c6dd0cf25975fafe777f18656ead.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-8365c6dd0cf25975fafe777f18656ead.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E6%95%B0%E6%8D%AE%E5%88%B0%E8%AE%AD%E7%BB%83%E7%9A%84%E5%AE%8C%E6%95%B4%E5%AE%9E%E9%AA%8C%E6%A1%86%E6%9E%B6\"><\/span>\u4ece\u6570\u636e\u5230\u8bad\u7ec3\u7684\u5b8c\u6574\u5b9e\u9a8c\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u5b9e\u9a8c\u6d41\u7a0b\uff0c\u5176\u4e2d\u5305\u62ec\u6a21\u578b\u8bad\u7ec3\u65b9\u6848\u3001\u6570\u636e\u96c6\u6784\u5efa\u65b9\u5f0f\u4ee5\u53ca\u8bc4\u4ef7\u6307\u6807\u4f53\u7cfb\u7684\u8bbe\u8ba1\u3002\u9996\u5148\u5728\u5b9e\u9a8c\u6570\u636e\u96c6\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u9009\u53d6\u4e86\u591a\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u516c\u5f00\u6570\u636e\u96c6\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n<p>\u5176\u4e2d iNaturalist-2021\uff08iNat21\uff09\u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u751f\u7269\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5305\u542b\u5b8c\u6574\u7684\u751f\u7269\u5206\u7c7b\u4f53\u7cfb\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e24\u4e2a\u5b50\u96c6\uff0c\u5176\u4e2d Plant \u5b50\u96c6\u5305\u542b 4271 \u4e2a\u7269\u79cd\u7c7b\u522b\uff0cAnimal \u5b50\u96c6\u5305\u542b 5388 \u4e2a\u7269\u79cd\u7c7b\u522b\u3002\u6570\u636e\u96c6\u4e2d\u6bcf\u4e2a\u6837\u672c\u90fd\u5177\u6709\u516d\u7ea7\u5206\u7c7b\u7ed3\u6784\uff0c\u5373 Kingdom\u3001Phylum\u3001Class\u3001Order\u3001Family \u548c Species \u516d\u4e2a\u5c42\u7ea7\uff0c\u56e0\u6b64\u975e\u5e38\u9002\u5408\u7528\u4e8e\u5c42\u7ea7\u89c6\u89c9\u8bc6\u522b\u7814\u7a76\u3002\u96f7\u5cf0\u7f51<\/p>\n<p>\u9664\u4e86 iNat21 \u6570\u636e\u96c6\u4e4b\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u4f7f\u7528\u4e86 TerraIncognita \u6570\u636e\u96c6\u6765\u6d4b\u8bd5\u6a21\u578b\u5728\u5f00\u653e\u4e16\u754c\u73af\u5883\u4e0b\u7684\u8bc6\u522b\u80fd\u529b\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u6765\u81ea\u4e2d\u7f8e\u6d32\u548c\u5357\u7f8e\u6d32\u751f\u7269\u591a\u6837\u6027\u70ed\u70b9\u5730\u533a\u7684\u6606\u866b\u56fe\u50cf\uff0c\u5176\u4e2d\u8bb8\u591a\u7269\u79cd\u7f3a\u4e4f\u516c\u5f00\u56fe\u50cf\u6570\u636e\uff0c\u5e76\u4e14\u90e8\u5206\u7269\u79cd\u53ef\u80fd\u5c1a\u672a\u88ab\u79d1\u5b66\u754c\u6b63\u5f0f\u8bb0\u5f55\uff0c\u56e0\u6b64\u80fd\u591f\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u5728\u672a\u77e5\u7c7b\u522b\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u4f7f\u7528 ImageWikiQA \u6570\u636e\u96c6\u5bf9\u6a21\u578b\u5728\u590d\u6742\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u8fdb\u884c\u6d4b\u8bd5\u3002\u8be5\u6570\u636e\u96c6\u4e2d\u7684\u95ee\u9898\u6d89\u53ca\u771f\u5b9e\u4e16\u754c\u77e5\u8bc6\uff0c\u9700\u8981\u6a21\u578b\u540c\u65f6\u5b8c\u6210\u56fe\u50cf\u7406\u89e3\u548c\u77e5\u8bc6\u63a8\u7406\uff0c\u4ece\u800c\u80fd\u591f\u68c0\u9a8c\u6a21\u578b\u5728\u590d\u6742\u89c6\u89c9\u7406\u89e3\u573a\u666f\u4e2d\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5728\u57fa\u7840\u6a21\u578b\u9009\u62e9\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528 Qwen \u7cfb\u5217\u591a\u6a21\u6001\u6a21\u578b\u4f5c\u4e3a\u5b9e\u9a8c\u57fa\u7840\u6a21\u578b\uff0c\u5305\u62ec Qwen3-VL-2B-Instruct \u548c Qwen2.5-VL-3B-Instruct \u4e24\u79cd\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u96f6\u6837\u672c\u89c6\u89c9\u7406\u89e3\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u56e0\u6b64\u9002\u5408\u4f5c\u4e3a\u5c42\u7ea7\u89c6\u89c9\u8bc6\u522b\u7814\u7a76\u7684\u57fa\u7840\u6a21\u578b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-8f9d87849bd077ef5c326053a305e7a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-8f9d87849bd077ef5c326053a305e7a9.png\"><\/a><\/p>\n<p>\u5728\u8bad\u7ec3\u65b9\u6cd5\u65b9\u9762\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u65b9\u6cd5\u4e0e TARA \u8868\u5f81\u5bf9\u9f50\u65b9\u6cd5\u7ed3\u5408\u8d77\u6765\u8fdb\u884c\u8bad\u7ec3\u3002\u9996\u5148\u91c7\u7528 No-Thinking \u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u7b56\u7565\u3002\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u901a\u5e38\u8981\u6c42\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u524d\u8fdb\u884c\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f46\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\u4e0d\u8fdb\u884c\u663e\u5f0f\u63a8\u7406\u53cd\u800c\u80fd\u591f\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\uff0c\u56e0\u6b64\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u91c7\u7528\u63d0\u793a\u8bed Please directly output the answer\u3002\u5956\u52b1\u51fd\u6570\u7684\u8bbe\u8ba1\u4e3a\uff0c\u5982\u679c\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u6b63\u786e\u5219\u5956\u52b1\u503c\u4e3a 1\uff0c\u5982\u679c\u9884\u6d4b\u7ed3\u679c\u4e0d\u6b63\u786e\u5219\u5956\u52b1\u503c\u4e3a 0\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165 TARA \u8868\u5f81\u5bf9\u9f50\u65b9\u6cd5\uff0c\u901a\u8fc7\u4e24\u4e2a\u5bf9\u9f50\u4efb\u52a1\u5411\u6a21\u578b\u6ce8\u5165\u5206\u7c7b\u5b66\u77e5\u8bc6\u3002\u7b2c\u4e00\u90e8\u5206\u4e3a\u89c6\u89c9\u8868\u793a\u5bf9\u9f50\u3002\u5177\u4f53\u6b65\u9aa4\u5305\u62ec\u4f7f\u7528\u751f\u7269\u57fa\u7840\u6a21\u578b\uff08BFM\uff09\u63d0\u53d6\u56fe\u50cf\u7279\u5f81\uff0c\u83b7\u53d6\u591a\u6a21\u6001\u6a21\u578b\u4e2d\u95f4\u5c42\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u5c06\u4e24\u8005\u6620\u5c04\u5230\u540c\u4e00\u7279\u5f81\u7a7a\u95f4\uff0c\u5e76\u5229\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8fdb\u884c\u5bf9\u9f50\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u7b26\u5408\u751f\u7269\u5206\u7c7b\u7ed3\u6784\u7684\u89c6\u89c9\u8868\u793a\u7a7a\u95f4\u3002\u7b2c\u4e8c\u90e8\u5206\u4e3a\u6807\u7b7e\u8868\u793a\u5bf9\u9f50\u3002\u5177\u4f53\u8fc7\u7a0b\u4e3a\u5c06\u5206\u7c7b\u6807\u7b7e\u8f93\u5165 BFM \u6587\u672c\u7f16\u7801\u5668\u83b7\u5f97\u6807\u7b7e\u5d4c\u5165\uff0c\u7136\u540e\u5c06\u591a\u6a21\u6001\u6a21\u578b\u751f\u6210\u7b54\u6848\u7684 token \u8868\u5f81\u6620\u5c04\u5230\u540c\u4e00\u7a7a\u95f4\uff0c\u5e76\u8fdb\u884c\u76f8\u4f3c\u5ea6\u5bf9\u9f50\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u4e0d\u540c\u5c42\u7ea7\u6807\u7b7e\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-bef444c35edbe3b2ddcdbacc6ee7ef1f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-bef444c35edbe3b2ddcdbacc6ee7ef1f.png\"><\/a><\/p>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u91c7\u7528\u4ea4\u66ff\u8bad\u7ec3\u7b56\u7565\uff0c\u4f7f\u6a21\u578b\u5728\u4e24\u79cd\u76ee\u6807\u4e4b\u95f4\u4e0d\u65ad\u4f18\u5316\u3002\u4e00\u65b9\u9762\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u5206\u7c7b\u4efb\u52a1\uff0c\u53e6\u4e00\u65b9\u9762\u901a\u8fc7 TARA \u8fdb\u884c\u77e5\u8bc6\u5bf9\u9f50\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u9010\u6e10\u5438\u6536\u751f\u7269\u5206\u7c7b\u5b66\u77e5\u8bc6\u5e76\u63d0\u5347\u5c42\u7ea7\u8bc6\u522b\u80fd\u529b\u3002<\/p>\n<p>\u5728\u8bc4\u4ef7\u6307\u6807\u65b9\u9762\uff0c\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u5728\u5c42\u7ea7\u89c6\u89c9\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u7814\u7a76\u4eba\u5458\u8bbe\u8ba1\u4e86\u591a\u79cd\u8bc4\u4ef7\u6307\u6807\u3002\u5176\u4e2d Hierarchical Consistent Accuracy\uff08HCA\uff09\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u80fd\u591f\u6b63\u786e\u9884\u6d4b\u5b8c\u6574\u7684\u5206\u7c7b\u8def\u5f84\uff0c\u4f8b\u5982 Animal\u3001Chordata\u3001Aves\u3001Passeriformes\u3001Thraupidae\u3001Dacnis\uff0c\u5982\u679c\u5176\u4e2d\u4efb\u610f\u4e00\u5c42\u9884\u6d4b\u9519\u8bef\uff0c\u5219\u6574\u6761\u8def\u5f84\u90fd\u89c6\u4e3a\u9884\u6d4b\u9519\u8bef\u3002Leaf-level Accuracy\uff08Accleaf\uff09\u7528\u4e8e\u8861\u91cf\u6700\u7ec6\u7c92\u5ea6\u7c7b\u522b\uff0c\u4e5f\u5c31\u662f\u53f6\u8282\u70b9\u7c7b\u522b\u7684\u9884\u6d4b\u51c6\u786e\u7387\u3002<\/p>\n<p>Point-Overlap Ratio\uff08POR\uff09\u7528\u4e8e\u7edf\u8ba1\u9884\u6d4b\u8def\u5f84\u4e2d\u6b63\u786e\u8282\u70b9\u6240\u5360\u7684\u6bd4\u4f8b\u3002Strict Point-Overlap Ratio\uff08S-POR\uff09\u5728\u6b64\u57fa\u7840\u4e0a\u8981\u6c42\u9884\u6d4b\u8282\u70b9\u5fc5\u987b\u662f\u8fde\u7eed\u6b63\u786e\u7684\u8282\u70b9\u624d\u4f1a\u8ba1\u5165\u5f97\u5206\u3002Top Overlap Ratio\uff08TOR\uff09\u5219\u7528\u4e8e\u8861\u91cf\u76f8\u90bb\u5c42\u7ea7\u4e4b\u95f4\u9884\u6d4b\u7ed3\u679c\u7684\u4e00\u81f4\u6027\uff0c\u901a\u8fc7\u8fd9\u4e9b\u6307\u6807\u53ef\u4ee5\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u5728\u5c42\u7ea7\u7ed3\u6784\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%AE%A9%E8%A7%86%E8%A7%89%E6%A8%A1%E5%9E%8B%E5%AD%A6%E4%BC%9A%E3%80%8C%E6%8E%A8%E6%96%AD%E6%9C%AA%E7%9F%A5%E3%80%8D\"><\/span>\u8ba9\u89c6\u89c9\u6a21\u578b\u5b66\u4f1a\u300c\u63a8\u65ad\u672a\u77e5\u300d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u7814\u7a76\u5728\u7406\u8bba\u548c\u5b9e\u9645\u5e94\u7528\u65b9\u9762\u90fd\u5177\u6709\u8f83\u4e3a\u91cd\u8981\u7684\u610f\u4e49\u3002\u9996\u5148\uff0c\u5728\u89e3\u51b3\u591a\u6a21\u6001\u6a21\u578b\u5c42\u7ea7\u8bc6\u522b\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u65b9\u9762\uff0c\u73b0\u6709\u591a\u6a21\u6001\u6a21\u578b\u867d\u7136\u5728\u7ec6\u7c92\u5ea6\u8bc6\u522b\u4efb\u52a1\u4e2d\u5df2\u7ecf\u53d6\u5f97\u8f83\u597d\u7684\u6548\u679c\uff0c\u4f46\u5728\u5c42\u7ea7\u8bc6\u522b\u4efb\u52a1\u4e2d\u4ecd\u7136\u5bb9\u6613\u51fa\u73b0\u5206\u7c7b\u8def\u5f84\u9519\u8bef\u4ee5\u53ca\u5c42\u7ea7\u5173\u7cfb\u4e0d\u4e00\u81f4\u7b49\u60c5\u51b5\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684 TARA \u65b9\u6cd5\u901a\u8fc7\u5f15\u5165\u5206\u7c7b\u5b66\u77e5\u8bc6\uff0c\u4f7f\u6a21\u578b\u5728\u8bc6\u522b\u8fc7\u7a0b\u4e2d\u80fd\u591f\u66f4\u597d\u5730\u4fdd\u6301\u4e0d\u540c\u5c42\u7ea7\u4e4b\u95f4\u7684\u903b\u8f91\u5173\u7cfb\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u5c42\u7ea7\u5206\u7c7b\u4efb\u52a1\u4e2d\u7684\u4e00\u81f4\u6027\u8868\u73b0\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5728\u63d0\u5347\u6a21\u578b\u5bf9\u672a\u77e5\u7c7b\u522b\u7684\u6cdb\u5316\u80fd\u529b\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u6307\u51fa\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u65b0\u7684\u7269\u79cd\u4ecd\u5728\u4e0d\u65ad\u88ab\u53d1\u73b0\uff0c\u4f20\u7edf\u6a21\u578b\u5728\u7f3a\u4e4f\u8bad\u7ec3\u6837\u672c\u7684\u60c5\u51b5\u4e0b\u5f80\u5f80\u96be\u4ee5\u8fdb\u884c\u51c6\u786e\u8bc6\u522b\u3002TARA \u5229\u7528\u751f\u7269\u57fa\u7840\u6a21\u578b\u4e2d\u8574\u542b\u7684\u5206\u7c7b\u5b66\u77e5\u8bc6\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u63a8\u65ad\u672a\u77e5\u7c7b\u522b\u4e4b\u95f4\u7684\u5c42\u7ea7\u5173\u7cfb\uff0c\u5e76\u5728\u7f3a\u4e4f\u8bad\u7ec3\u6837\u672c\u7684\u60c5\u51b5\u4e0b\u4ecd\u7136\u5b8c\u6210\u8bc6\u522b\u4efb\u52a1\uff0c\u8fd9\u5bf9\u4e8e\u5f00\u653e\u4e16\u754c\u8bc6\u522b\u4efb\u52a1\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<p>\u518d\u6b21\uff0c\u5728\u65b9\u6cd5\u5c42\u9762\uff0c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u601d\u8def\uff0c\u5373\u901a\u8fc7\u4e2d\u95f4\u8868\u5f81\u5bf9\u9f50\u7684\u65b9\u5f0f\uff0c\u5c06\u9886\u57df\u77e5\u8bc6\u6ce8\u5165\u5230\u591a\u6a21\u6001\u6a21\u578b\u4e4b\u4e2d\u3002\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u5e94\u7528\u4e8e\u751f\u7269\u5206\u7c7b\u4efb\u52a1\uff0c\u8fd8\u80fd\u591f\u63a8\u5e7f\u5230\u5176\u4ed6\u5177\u6709\u5c42\u7ea7\u7ed3\u6784\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f8b\u5982\u533b\u5b66\u5f71\u50cf\u5206\u7c7b\u3001\u5546\u54c1\u5206\u7c7b\u4ee5\u53ca\u77e5\u8bc6\u56fe\u8c31\u63a8\u7406\u7b49\u9886\u57df\uff0c\u4ece\u800c\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u9886\u57df\u77e5\u8bc6\u7ed3\u5408\u63d0\u4f9b\u4e86\u4e00\u79cd\u5177\u6709\u666e\u9002\u6027\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n<p>\u6700\u540e\uff0c\u5728\u63a8\u52a8\u901a\u7528\u89c6\u89c9\u7406\u89e3\u7cfb\u7edf\u53d1\u5c55\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u672a\u6765\u7684\u89c6\u89c9\u7cfb\u7edf\u4e0d\u4ec5\u9700\u8981\u5177\u5907\u8bc6\u522b\u5177\u4f53\u5bf9\u8c61\u7684\u80fd\u529b\uff0c\u8fd8\u9700\u8981\u80fd\u591f\u7406\u89e3\u4e0d\u540c\u5bf9\u8c61\u4e4b\u95f4\u7684\u7ed3\u6784\u5173\u7cfb\u3002\u901a\u8fc7\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u5c42\u7ea7\u77e5\u8bc6\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u5177\u5907\u5bf9\u7ed3\u6784\u5316\u77e5\u8bc6\u7684\u7406\u89e3\u80fd\u529b\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u53d1\u5c55\u6210\u4e3a\u80fd\u591f\u7406\u89e3\u590d\u6742\u7ed3\u6784\u5173\u7cfb\u7684\u89c6\u89c9\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%9E%84%E5%BB%BA_TARA_%E7%9A%84%E4%BA%BA\"><\/span>\u6784\u5efa TARA \u7684\u4eba<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u4e00\u4f5c\u4f55\u80e1\u51cc\u9704\uff0c\u73b0\u4e3a\u5317\u4eac\u5927\u5b66\u738b\u9009\u8ba1\u7b97\u673a\u7814\u7a76\u6240\u591a\u5a92\u4f53\u4fe1\u606f\u5904\u7406\u5b9e\u9a8c\u5ba4\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u5f6d\u5b87\u65b0\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u7ec6\u7c92\u5ea6\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002<\/p>\n<p>\u5b66\u672f\u7814\u7a76\u65b9\u9762\uff0c\u4ed6\u4e3b\u8981\u56f4\u7ed5\u7ec6\u7c92\u5ea6\u89c6\u89c9\u8bc6\u522b\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u7b49\u65b9\u5411\u5f00\u5c55\u7814\u7a76\u5de5\u4f5c\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u591a\u6a21\u6001\u5b66\u4e60\u9886\u57df\u53d1\u8868\u591a\u7bc7\u8bba\u6587\uff0c\u5176\u4e2d\u591a\u7bc7\u88abCVPR\u3001ICLR\u3001ICDE\u3001BMVC\u3001PRCV\u7b49\u56fd\u9645\u5b66\u672f\u4f1a\u8bae\u63a5\u6536\uff0c\u5e76\u53c2\u4e0e\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u9879\u76ee\u3002<\/p>\n<p>\u5728\u5b66\u4e60\u671f\u95f4\uff0c\u4ed6\u8fd8\u83b7\u5f97\u56fd\u5bb6\u5956\u5b66\u91d1\u3001\u5317\u4eac\u7406\u5de5\u5927\u5b66\u4f18\u79c0\u6bd5\u4e1a\u751f\u3001\u5317\u4eac\u7406\u5de5\u5927\u5b66\u4f18\u79c0\u5b66\u751f\u6807\u5175\u7b49\u591a\u9879\u8363\u8a89\uff0c\u5e76\u5728\u5168\u56fd\u5927\u5b66\u751f\u6570\u5b66\u5efa\u6a21\u7ade\u8d5b\u5317\u4eac\u8d5b\u533a\u83b7\u5f97\u4e00\u7b49\u5956\uff0c\u5728\u534e\u4e3a\u4e91\u4eba\u5de5\u667a\u80fd\u5927\u8d5b\u65e0\u4eba\u8f66\u6311\u6218\u676f\u4e2d\u83b7\u5f97\u4f18\u80dc\u5956\u7b49\u3002<\/p>\n<p 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-b7747b300ac47c73c41414aefdb6e4b3.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttp:\/\/39.108.48.32\/mipl\/pengyuxin\/<\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/03\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/L6n8jWIl3BlejurT.html\" target=\"_blank\">\u5317\u5927\u738b\u9009\u6240\u5f6d\u5b87\u65b0\u56e2\u961f\uff1a\u8ba9\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b66\u4f1a\u300c\u770b\u61c2\u7269\u79cd\u5173\u7cfb\u300d\u4e28CVPR 2026<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53d1\u5c55\u6b63\u5728\u4e0d\u65ad\u63a8\u52a8\u89c6 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