{"id":2927,"date":"2026-03-21T21:00:10","date_gmt":"2026-03-21T13:00:10","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/03\/21\/%e7%b2%be%e5%87%86%e8%af%86%e5%88%ab%e3%80%8c%e7%95%8c%e9%97%a8%e7%ba%b2%e7%9b%ae%e7%a7%91%e5%b1%9e%e7%a7%8d%e3%80%8d%ef%bc%81%e5%8c%97%e5%a4%a7%e5%bd%ad%e5%ae%87%e6%96%b0%e5%9b%a2%e9%98%9f%e7%94%a8\/"},"modified":"2026-03-21T21:00:10","modified_gmt":"2026-03-21T13:00:10","slug":"%e7%b2%be%e5%87%86%e8%af%86%e5%88%ab%e3%80%8c%e7%95%8c%e9%97%a8%e7%ba%b2%e7%9b%ae%e7%a7%91%e5%b1%9e%e7%a7%8d%e3%80%8d%ef%bc%81%e5%8c%97%e5%a4%a7%e5%bd%ad%e5%ae%87%e6%96%b0%e5%9b%a2%e9%98%9f%e7%94%a8","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/03\/21\/%e7%b2%be%e5%87%86%e8%af%86%e5%88%ab%e3%80%8c%e7%95%8c%e9%97%a8%e7%ba%b2%e7%9b%ae%e7%a7%91%e5%b1%9e%e7%a7%8d%e3%80%8d%ef%bc%81%e5%8c%97%e5%a4%a7%e5%bd%ad%e5%ae%87%e6%96%b0%e5%9b%a2%e9%98%9f%e7%94%a8\/","title":{"rendered":"\u7cbe\u51c6\u8bc6\u522b\u300c\u754c\u95e8\u7eb2\u76ee\u79d1\u5c5e\u79cd\u300d\uff01\u5317\u5927\u5f6d\u5b87\u65b0\u56e2\u961f\u7528\u7ec6\u7c92\u5ea6\u6811\u5148\u9a8c\u63d0\u5347\u6cdb\u5316\uff0c\u7834\u89e3\u751f\u7269\u7c7b\u522b\u5206\u5c42\u8bc6\u522b\u96be\u9898"},"content":{"rendered":"
\"\u7cbe\u51c6\u8bc6\u522b\u300c\u754c\u95e8\u7eb2\u76ee\u79d1\u5c5e\u79cd\u300d\uff01\u5317\u5927\u5f6d\u5b87\u65b0\u56e2\u961f\u7528\u7ec6\u7c92\u5ea6\u6811\u5148\u9a8c\u63d0\u5347\u6cdb\u5316\uff0c\u7834\u89e3\u751f\u7269\u7c7b\u522b\u5206\u5c42\u8bc6\u522b\u96be\u9898\"\/<\/div><\/figure>\n
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MIPL\u56e2\u961f \u6295\u7a3f<\/p>\n

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1. \u5206\u5c42\u89c6\u89c9\u8868\u5f81\u5bf9\u9f50\u3002<\/p>\n

\u7ecf\u5206\u5c42\u7c7b\u522b\u6807\u7b7e\u8bad\u7ec3\u7684\u751f\u7269\u57fa\u7840\u6a21\u578b\uff08\u4f8b\u5982\uff0c BioCLIP\u3001BioCLIP2\u3001BioCAP\u7b49\uff09\u80fd\u63d0\u4f9b\u5305\u542b\u5206\u7c7b\u5b66\u4fe1\u606f\u7684\u76d1\u7763\u4fe1\u53f7\uff0c\u4fc3\u8fdb\u5927\u6a21\u578b\u63d0\u53d6\u5177\u5907\u5b8c\u6574\u7c7b\u522b\u6811\u7ed3\u6784\u7684\u89c6\u89c9\u8868\u5f81\u3002\u5177\u4f53\u5730\uff0c\u7ed9\u5b9a\u8f93\u5165\u56fe\u50cfI\u548c\u8bc6\u522b\u7279\u5b9a\u5c42\u6b21\u7c7b\u522b\u7684\u95ee\u9898q\uff08\u4f8b\u5982\uff0c\u201c\u56fe\u4e2d\u52a8\u7269\u5c5e\u4e8e\u4ec0\u4e48\u95e8\/\u7eb2\/\u76ee\/\u79d1\/\u5c5e\/\u79cd\uff1f\u4ece\u5982\u4e0b\u9009\u9879\u4e2d\u9009\u62e9\uff1a[\u771f\u5b9e\u7c7b\u522b\uff0c\u76f8\u4f3c\u7c7b\u522b1\uff0c\u76f8\u4f3c\u7c7b\u522b2\uff0c\u76f8\u4f3c\u7c7b\u522b3]\u201d\uff09\uff0c\u751f\u7269\u57fa\u7840\u6a21\u578b\u7684\u89c6\u89c9\u7f16\u7801\u5668\u03b5v(\u00b7)\u8f93\u51fa\u76ee\u6807\u89c6\u89c9\u7279\u5f81img=\u03b5v(I)\u2208RN\u00d7d\uff0c\u5176\u4e2dd\u8868\u793a\u751f\u7269\u57fa\u7840\u6a21\u578b\u7684\u7279\u5f81\u7ef4\u5ea6\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7b2c\u2113\u5c42\u7684\u89c6\u89c9\u8868\u5f81\u8868\u793a\u4e3a\u2113img\u2208RN\u00d7D\uff0c\u91c7\u7528\u53ef\u5b66\u4e60\u7684\u6620\u5c04\u5c42PV(\u00b7)\u5c06\u5176\u6620\u5c04\u5230\u751f\u7269\u57fa\u7840\u6a21\u578b\u7684\u89c6\u89c9\u7279\u5f81\u7a7a\u95f4\uff0c\u5e76\u6700\u5c0f\u5316\u5982\u4e0b\u5bf9\u9f50\u635f\u5931\uff1a<\/p>\n

2. \u81ea\u7531\u7c92\u5ea6\u7c7b\u522b\u8868\u5f81\u5bf9\u9f50\u3002<\/p>\n

\u4e00\u5f20\u56fe\u50cf\u540c\u65f6\u5bf9\u5e94\u4e0d\u540c\u5c42\u6b21\u7684\u7c7b\u522b\u6807\u7b7e\uff0c\u4f46\u7528\u6237\u671f\u671b\u8bc6\u522b\u7684\u7c7b\u522b\u5c42\u6b21\u662f\u4e0d\u540c\u7684\u3002\u4f8b\u5982\uff0c\u4e13\u5bb6\u53ef\u80fd\u5e0c\u671b\u5728\u201c\u79cd\u201d\u5c42\u6b21\u4e0a\u5c06\u5bf9\u8c61\u8bc6\u522b\u4e3a\u963f\u5361\u8fea\u4e9a\u9738\u9e5f\uff0c\u800c\u666e\u901a\u7528\u6237\u53ea\u9700\u8981\u5728\u201c\u7eb2\u201d\u5c42\u6b21\u4e0a\u5c06\u5176\u8bc6\u522b\u4e3a\u9e1f\u3002\u901a\u8fc7\u5728\u540c\u4e00\u5c42\u6b21\u4e0a\u5bf9\u9f50\u751f\u7269\u57fa\u7840\u6a21\u578b\u548c\u5927\u6a21\u578b\u7684\u7c7b\u522b\u6587\u672c\u8868\u5f81\uff0c\u4fc3\u8fdb\u5927\u6a21\u578b\u5c06\u5177\u5907\u5b8c\u6574\u7c7b\u522b\u6811\u7ed3\u6784\u7684\u89c6\u89c9\u8868\u5f81\u6620\u5c04\u4e3a\u5bf9\u5e94\u5c42\u6b21\u7684\u7c7b\u522b\u540d\u79f0\u3002\u5177\u4f53\u5730\uff0c\u751f\u7269\u57fa\u7840\u6a21\u578b\u7684\u6587\u672c\u7f16\u7801\u5668ET(\u00b7)\u8f93\u51fa\u76ee\u6807\u6587\u672c\u7279\u5f81ylabel=ET(C)\u2208Rd\uff0c\u5176\u4e2dC\u8868\u793a\u5728\u671f\u671b\u5c42\u6b21\u4e0a\u7684\u771f\u5b9e\u7c7b\u522b\u540d\u79f0\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7b2cm\u5c42\u7684\u7b54\u6848\u8868\u5f81\u5e8f\u5217\u8868\u793a\u4e3aemanswer\u2208RN\u2032\u00d7D\uff0c\u91c7\u7528\u53ef\u5b66\u4e60\u7684\u6620\u5c04\u5c42PT(\u00b7)\u5c06\u7b54\u6848\u7684\u9996\u4e2a\u8bcd\u5143\u8868\u5f81\u6620\u5c04\u5230\u751f\u7269\u57fa\u7840\u6a21\u578b\u7684\u6587\u672c\u7279\u5f81\u7a7a\u95f4\uff0c\u5e76\u6700\u5c0f\u5316\u5982\u4e0b\u5bf9\u9f50\u635f\u5931\uff1a<\/p>\n

\u6700\u7ec8\uff0cTARA\u7684\u5bf9\u9f50\u635f\u5931\u5b9a\u4e49\u4e3a\u4e24\u8005\u7684\u5747\u503c\uff1a<\/p>\n

3. \u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff1a<\/p>\n

\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u91c7\u7528\u65e0\u9700\u601d\u8003\u7684\u5f3a\u5316\u5fae\u8c03\uff08No Thinking RFT\uff09\u548cTARA\u4ea4\u66ff\u4f18\u5316\u5927\u6a21\u578b\u3001\u6620\u5c04\u5c42PV(\u00b7)\u4e0ePT(\u00b7)\uff0c\u4fc3\u8fdb\u5927\u6a21\u578b\u9002\u914d\u5206\u5c42\u89c6\u89c9\u8bc6\u522b\u6307\u4ee4\u7684\u540c\u65f6\u5b66\u4e60\u7c7b\u522b\u6811\u77e5\u8bc6\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u751f\u7269\u57fa\u7840\u6a21\u578b\u548c\u6620\u5c04\u5c42PV(\u00b7)\u4e0ePT(\u00b7)\u5747\u4e0d\u53c2\u4e0e\u8fd0\u7b97\uff0c\u76f4\u63a5\u7531\u4f18\u5316\u540e\u7684\u5927\u6a21\u578b\u8fdb\u884c\u8bc6\u522b\u3002<\/p>\n

\u88681\u5c55\u793a\u4e86\u5728iNaturalist-Plant\u4e0eiNaturalist-Animal\u4e0a\u7684\u5206\u5c42\u89c6\u89c9\u8bc6\u522b\u7ed3\u679c\u3002\u672c\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u589e\u5f3a\u591a\u79cd\u5927\u6a21\u578b\u7684\u7ec6\u7c92\u5ea6\u89c6\u89c9\u8bc6\u522b\u80fd\u529b\uff0c\u63d0\u5347\u6700\u7ec8\u7684\u7ec6\u7c92\u5ea6\u7c7b\u522b\u7684\u8bc6\u522b\u51c6\u786e\u7387\uff0c\u8fd8\u80fd\u589e\u5f3a\u5206\u5c42\u89c6\u89c9\u8bc6\u522b\u80fd\u529b\uff0c\u4ece\u7c97\u5230\u7ec6\u63d0\u5347\u7c7b\u522b\u6811\u4e0a\u6bcf\u4e00\u5c42\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n

\u88682\u5c55\u793a\u4e86\u5728TerraIncognita\u7684\u65b0\u7c7b\u522b\uff08\u5df2\u6709\u7c7b\u522b\u6811\u4e4b\u5916\u7684\u7c7b\u522b\uff09\u7684\u5206\u5c42\u89c6\u89c9\u8bc6\u522b\u7ed3\u679c\u3002\u8fd9\u90e8\u5206\u65b0\u7c7b\u522b\u4e0d\u4ec5\u662f\u6a21\u578b\u5f3a\u5316\u5fae\u8c03\u8bad\u7ec3\u96c6\u4e2d\u672a\u89c1\u7c7b\u522b\uff0c\u66f4\u662f\u7a00\u6709\u6216\u8bb0\u5f55\u6781\u5c11\u7684\u7269\u79cd\u56fe\u50cf\uff0c\u5728\u516c\u5f00\u6570\u636e\u4e2d\u51e0\u4e4e\u6ca1\u6709\u6216\u5b8c\u5168\u6ca1\u6709\u53ef\u7528\u6837\u672c\uff0c\u66f4\u4e0d\u53ef\u80fd\u51fa\u73b0\u5728\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u3002<\/p>\n

\u5bf9\u4e8e\u5176\u4e2d\u8bb8\u591a\u6837\u672c\uff0c\u5f88\u53ef\u80fd\u662f\u79d1\u5b66\u754c\u5c1a\u672a\u6b63\u5f0f\u63cf\u8ff0\u7684\u65b0\u7269\u79cd\uff0c\u76ee\u524d\u53ea\u80fd\u53ef\u9760\u5730\u786e\u5b9a\u5176\u8f83\u9ad8\u5c42\u6b21\u7684\u5206\u7c7b\u6807\u7b7e\uff08\u5982\u201c\u76ee\u201d\u548c\u201c\u79d1\u201d\uff09\u3002\u672c\u65b9\u6cd5\u901a\u8fc7\u5f15\u5165\u7c7b\u522b\u6811\u5148\u9a8c\uff0c\u4fc3\u8fdb\u6a21\u578b\u5b66\u4e60\u5b50\u7c7b\u522b\u7684\u5171\u6027\uff0c\u4ece\u800c\u603b\u7ed3\u51fa\u7528\u4e8e\u8bc6\u522b\u7236\u7c7b\u522b\u7684\u5224\u522b\u6027\u7279\u5f81\uff0c\u63d0\u5347\u5df2\u77e5\u7c7b\u522b\u6811\u4e4b\u5916\u7684\u65b0\u7c7b\u522b\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n

\u56fe3\u7684\u6848\u4f8b\u5c55\u793a\u8868\u660e\uff0c\u76f8\u6bd4\u963f\u91cc\u7684Qwen3-VL-2B\u5927\u6a21\u578b\uff0c\u672c\u65b9\u6cd5\u80fd\u63d0\u5347\u540c\u5c42\u5224\u522b\u6027\u4e0e\u8de8\u5c42\u4e00\u81f4\u6027\uff0c\u65e2\u533a\u5206\u5f00\u540c\u4e00\u5c42\u7684\u76f8\u4f3c\u7c7b\u522b\uff0c\u53c8\u786e\u4fdd\u76f8\u90bb\u5c42\u6b21\u7684\u9884\u6d4b\u7c7b\u522b\u6ee1\u8db3\u7236\u5b50\u8282\u70b9\u5173\u7cfb\u3002<\/p>\n

\u9488\u5bf9\u73b0\u6709\u591a\u6a21\u6001\u5927\u6a21\u578b\u7f3a\u4e4f\u7c7b\u522b\u6811\u77e5\u8bc6\uff0c\u65e0\u6cd5\u4ece\u7c97\u5230\u7ec6\u5b9e\u73b0\u6bcf\u4e00\u5c42\u7684\u7cbe\u51c6\u8bc6\u522b\u7684\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u5206\u7c7b\u611f\u77e5\u8868\u5f81\u5bf9\u9f50\u65b9\u6cd5TARA\uff0c\u901a\u8fc7\u5bf9\u9f50\u5927\u6a21\u578b\u4e0e\u751f\u7269\u57fa\u7840\u6a21\u578b\u7684\u4e2d\u95f4\u8868\u5f81\uff0c\u6ce8\u5165\u7c7b\u522b\u6811\u7ed3\u6784\u77e5\u8bc6\uff0c\u4e0d\u4ec5\u80fd\u63d0\u5347\u6700\u7ec8\u7684\u7ec6\u7c92\u5ea6\u7c7b\u522b\u7684\u8bc6\u522b\u51c6\u786e\u7387\uff0c\u8fd8\u80fd\u589e\u5f3a\u5927\u6a21\u578b\u7684\u5206\u5c42\u89c6\u89c9\u8bc6\u522b\u80fd\u529b\uff0c\u4ece\u7c97\u5230\u7ec6\u63d0\u5347\u7c7b\u522b\u6811\u4e0a\u6bcf\u4e00\u5c42\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n

\u8bba\u6587\u6807\u9898\uff1aTaxonomy-Aware Representation Alignment for Hierarchical Visual Recognition with Large Multimodal Models\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2603.00431\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/PKU-ICST-MIPL\/TARA_CVPR2026\u5b9e\u9a8c\u5ba4\u7f51\u5740\uff1ahttps:\/\/www.wict.pku.edu.cn\/mipl<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

MIPL\u56e2\u961f \u6295\u7a3f<\/p>\n

\u4e00\u5f20\u84dd\u9525\u5634\u96c0\u7684\u56fe\u7247\uff0c\u4f60\u80fd\u8ba4\u51fa\u5b83\u662f\u201c\u9e1f\u201d\uff0c\u4f46\u80fd\u8ba4\u51fa\u5b83\u662f\u201c\u9e1f\u7eb2-\u96c0\u5f62\u76ee-\u5510\u7eb3\u96c0\u79d1-\u9525\u5634\u96c0\u5c5e-\u84dd\u9525\u5634\u96c0\u201d\u5417\uff1f<\/p>\n

\u50cf\u5927\u591a\u6570\u4eba\u4e00\u6837\uff0c\u73b0\u5728\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e5f\u8ba4\u4e0d\u51fa\u6765\u3002<\/p>\n

\u771f\u5b9e\u4e16\u754c\u4e2d\u7684\u5bf9\u8c61\u901a\u5e38\u5305\u542b\u6781\u5176\u4e30\u5bcc\u7684\u7c7b\u522b\u5c42\u6b21\uff0c\u5f62\u6210\u7c7b\u522b\u6811\u7ed3\u6784\u3002\u6bd4\u5982\u84dd\u9525\u5634\u96c0\u662f\uff1a\u52a8\u7269\u754c-\u810a\u7d22\u52a8\u7269\u95e8-\u9e1f\u7eb2-\u96c0\u5f62\u76ee-\u5510\u7eb3\u96c0\u79d1-\u9525\u5634\u96c0\u5c5e-\u84dd\u9525\u5634\u96c0\uff08\u754c-\u95e8-\u7eb2-\u76ee-\u79d1-\u5c5e-\u79cd\uff09\u3002<\/p>\n

\u533a\u522b\u4e8e\u4f20\u7edf\u7684\u7ec6\u7c92\u5ea6\u89c6\u89c9\u8bc6\u522b\uff0c\u5206\u5c42\u89c6\u89c9\u8bc6\u522b\u65e8\u5728\u9884\u6d4b<\/p>\n","protected":false},"author":1,"featured_media":2923,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[151,554,555,556],"class_list":["post-2927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-151","tag-554","tag-555","tag-556"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/2927","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=2927"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/2927\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/2923"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=2927"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=2927"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=2927"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}