{"id":40789,"date":"2026-01-16T21:05:59","date_gmt":"2026-01-16T13:05:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=40789"},"modified":"2026-01-16T21:05:59","modified_gmt":"2026-01-16T13:05:59","slug":"%e4%b8%8a%e7%a7%91%e5%a4%a7%e4%bd%95%e6%97%ad%e6%98%8e%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%9a%e5%85%8b%e6%9c%8d%e7%ae%80%e5%8d%95%e6%a0%b7%e6%9c%ac%e5%81%8f%e7%bd%ae%ef%bc%8c%e8%ae%a9%e5%a4%9a","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40789","title":{"rendered":"\u4e0a\u79d1\u5927\u4f55\u65ed\u660e\u56e2\u961f\u65b0\u4f5c\uff1a\u514b\u670d\u7b80\u5355\u6837\u672c\u504f\u7f6e\uff0c\u8ba9\u591a\u6a21\u6001\u6a21\u578b\u5b66\u4f1a\u300c\u96be\u9898\u4f18\u5148\u300d"},"content":{"rendered":"<p>\u591a\u6a21\u6001\u6a21\u578b\u5728\u611f\u77e5\u3001\u7406\u89e3\u4e0e\u751f\u6210\u7b49\u65b9\u9762\u7684\u80fd\u529b\u6301\u7eed\u63d0\u5347\uff0c\u4f46\u5176\u8f93\u51fa\u4e2d\u4ecd\u666e\u904d\u5b58\u5728\u4e0e\u5ba2\u89c2\u4e8b\u5b9e\u4e0d\u4e00\u81f4\u7684\u5185\u5bb9\uff0c\u5373\u591a\u6a21\u6001\u5e7b\u89c9\u73b0\u8c61\u3002<\/p>\n<p>\u5f53\u6a21\u578b\u9762\u5bf9\u4fe1\u606f\u7f3a\u5931\u3001\u8bed\u4e49\u542b\u6df7\u6216\u89c6\u89c9\u7ec6\u8282\u590d\u6742\u7684\u573a\u666f\u65f6\uff0c\u5f80\u5f80\u4f1a\u901a\u8fc7\u81c6\u6d4b\u8fdb\u884c\u8865\u5168\uff0c\u4ece\u800c\u634f\u9020\u5e76\u4e0d\u5b58\u5728\u7684\u75c5\u7076\u3001\u7269\u4f53\u6216\u60c5\u8282\u3002\u8fd9\u7c7b\u95ee\u9898\u5e76\u975e\u5076\u53d1\u5931\u8bef\uff0c\u800c\u662f\u504f\u597d\u4f18\u5316\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9010\u6e10\u79ef\u7d2f\u7684\u7ed3\u6784\u6027\u504f\u5dee\u6240\u81f4\uff1a\u6a21\u578b\u66f4\u5bb9\u6613\u4ece\u6570\u91cf\u5e9e\u5927\u3001\u5dee\u5f02\u660e\u663e\u7684\u7b80\u5355\u6837\u672c\u4e2d\u83b7\u5f97\u5b66\u4e60\u6536\u76ca\uff0c\u5374\u5bf9\u771f\u6b63\u56f0\u96be\u3001\u6b67\u4e49\u6027\u5f3a\u7684\u6837\u672c\u5173\u6ce8\u4e0d\u8db3\uff0c\u7ed3\u679c\u662f\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u53ef\u9760\u6027\u53d7\u5230\u9650\u5236\u3002<\/p>\n<p>\u56f4\u7ed5\u8fd9\u4e00\u95ee\u9898\uff0c\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u4f55\u65ed\u660e\u6559\u6388\u5e26\u9886\u56e2\u961f\u5728\u8bba\u6587\u300aDA-DPO: Cost-efficient Difficulty-aware Preference Optimization for Reducing MLLM Hallucinations\u300b\u4e2d\u5f00\u5c55\u4e86\u7cfb\u7edf\u7814\u7a76\u3002\u8fd9\u9879\u5de5\u4f5c\u6307\u51fa\uff0c\u73b0\u6709\u504f\u597d\u4f18\u5316\u65b9\u6cd5\u7684\u6838\u5fc3\u75c7\u7ed3\u4e0d\u5728\u4e8e\u6570\u636e\u89c4\u6a21\u7684\u4e0d\u8db3\uff0c\u800c\u5728\u4e8e\u6837\u672c\u96be\u5ea6\u5206\u5e03\u5931\u8861\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u4e86 DA-DPO \u6846\u67b6\uff0c\u901a\u8fc7\u9884\u8bad\u7ec3\u6a21\u578b\u5bf9\u6837\u672c\u96be\u5ea6\u8fdb\u884c\u4f30\u8ba1\uff0c\u5e76\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8c03\u6574\u6837\u672c\u6743\u91cd\uff0c\u4f7f\u6a21\u578b\u7684\u5b66\u4e60\u91cd\u70b9\u81ea\u9002\u5e94\u5730\u8f6c\u5411\u590d\u6742\u4e14\u66f4\u6613\u51fa\u9519\u7684\u6837\u672c\uff0c\u4ece\u800c\u7f13\u89e3\u7b80\u5355\u6837\u672c\u4e3b\u5bfc\u8bad\u7ec3\u6240\u5e26\u6765\u7684\u504f\u7f6e\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cDA-DPO \u4e0d\u4f9d\u8d56\u989d\u5916\u4eba\u5de5\u6807\u6ce8\uff0c\u4e5f\u65e0\u9700\u8bad\u7ec3\u72ec\u7acb\u7684\u5956\u52b1\u6a21\u578b\u6216\u5f15\u5165\u590d\u6742\u7684\u5f3a\u5316\u5b66\u4e60\u6d41\u7a0b\uff0c\u56e0\u800c\u5177\u6709\u663e\u8457\u7684\u6210\u672c\u6548\u7387\u3002\u5728\u591a\u9879\u591a\u6a21\u6001\u8bc4\u6d4b\u57fa\u51c6\u4e0a\uff0c\u8be5\u65b9\u6cd5\u4e0d\u4ec5\u663e\u8457\u964d\u4f4e\u4e86\u5e7b\u89c9\u53d1\u751f\u9891\u7387\uff0c\u540c\u65f6\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4fdd\u6301\u751a\u81f3\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6574\u4f53\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-20d330f466eeae312fabe53b2c98edec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-20d330f466eeae312fabe53b2c98edec.png\"><\/a><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2601.00623v1<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 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 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ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40789\/#%E6%8A%8A%E6%9D%83%E9%87%8D%E4%BA%A4%E7%BB%99%E9%9A%BE%E6%A0%B7%E6%9C%AC\" >\u628a\u6743\u91cd\u4ea4\u7ed9\u96be\u6837\u672c<\/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=40789\/#%E4%BB%8E%E3%80%8C%E6%95%B0%E6%8D%AE%E6%9B%B4%E5%A4%9A%E3%80%8D%E5%88%B0%E3%80%8C%E9%9A%BE%E5%BA%A6%E6%9B%B4%E5%87%86%E3%80%8D\" >\u4ece\u300c\u6570\u636e\u66f4\u591a\u300d\u5230\u300c\u96be\u5ea6\u66f4\u51c6\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=40789\/#%E5%9C%A8%E5%A4%9A%E6%A8%A1%E6%80%81%E4%B8%96%E7%95%8C%E9%87%8C%E5%AF%BB%E6%89%BE%E7%AD%94%E6%A1%88%E7%9A%84%E4%BA%BA\" >\u5728\u591a\u6a21\u6001\u4e16\u754c\u91cc\u5bfb\u627e\u7b54\u6848\u7684\u4eba<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8A%91%E5%88%B6%E5%B9%BB%E8%A7%89%EF%BC%8C%E4%BD%86%E4%B8%8D%E6%8A%91%E5%88%B6%E8%83%BD%E5%8A%9B\"><\/span>\u6291\u5236\u5e7b\u89c9\uff0c\u4f46\u4e0d\u6291\u5236\u80fd\u529b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6700\u7ec8\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684 DA-DPO \u65b9\u6cd5\u5728\u964d\u4f4e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5e7b\u89c9\u73b0\u8c61\u65b9\u9762\u5b9e\u73b0\u4e86\u7a33\u5b9a\u800c\u663e\u8457\u7684\u6539\u8fdb\uff0c\u540c\u65f6\u5728\u4fdd\u6301\u751a\u81f3\u63d0\u5347\u6a21\u578b\u7efc\u5408\u80fd\u529b\u65b9\u9762\u4e5f\u5c55\u73b0\u51fa\u660e\u663e\u4f18\u52bf\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u9996\u5148\u5728\u591a\u4e2a\u5e7b\u89c9\u8bc4\u6d4b\u57fa\u51c6\u4e0a\u5f00\u5c55\u4e86\u5145\u5206\u5b9e\u9a8c\uff0c\u5305\u62ec AMBER\u3001MMHalBench\u3001Object HalBench \u548c POPE \u7b49\uff0c\u8fd9\u4e9b\u57fa\u51c6\u8986\u76d6\u56fe\u50cf\u63cf\u8ff0\u3001\u5f00\u653e\u5f0f\u89c6\u89c9\u95ee\u7b54\u4ee5\u53ca\u76ee\u6807\u7ea7\u522b\u5e7b\u89c9\u8bc6\u522b\u7b49\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\uff0c\u6240\u91c7\u7528\u7684\u8bc4\u4ef7\u6307\u6807\u6db5\u76d6\u5e7b\u89c9\u7387\u3001\u8986\u76d6\u7387\u3001F1 \u5206\u6570\u53ca\u4e00\u81f4\u6027\u5f97\u5206\u7b49\u591a\u4e2a\u7ef4\u5ea6\u3002<\/p>\n<p>\u5728\u8fd9\u4e9b\u8bc4\u6d4b\u4e2d\uff0c\u4e0e\u539f\u59cb\u6a21\u578b\u548c\u4f20\u7edf DPO \u65b9\u6cd5\u76f8\u6bd4\uff0cDA-DPO \u5728\u964d\u4f4e\u5e7b\u89c9\u7387\u548c\u63d0\u5347\u4e8b\u5b9e\u4e00\u81f4\u6027\u4e24\u65b9\u9762\u5747\u8868\u73b0\u51fa\u663e\u8457\u63d0\u5347\u3002\u4f8b\u5982\uff0c\u5728\u9488\u5bf9\u7269\u4f53\u5e7b\u89c9\u7684\u6d4b\u8bd5\u4e2d\uff0c\u6a21\u578b\u660e\u663e\u51cf\u5c11\u4e86\u5bf9\u56fe\u50cf\u4e2d\u5e76\u4e0d\u5b58\u5728\u7269\u4f53\u6216\u5c5e\u6027\u7684\u81c6\u9020\u63cf\u8ff0\uff0c\u5c24\u5176\u5728\u590d\u6742\u573a\u666f\u548c\u5b58\u5728\u906e\u6321\u7684\u60c5\u51b5\u4e0b\uff0cDA-DPO \u5bf9\u968f\u610f\u6027\u3001\u60f3\u8c61\u5f0f\u56de\u7b54\u7684\u6291\u5236\u6548\u679c\u66f4\u52a0\u7a81\u51fa\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u5728\u7efc\u5408\u80fd\u529b\u8bc4\u4f30\u65b9\u9762\uff0c\u5305\u62ec LLaVA-Bench\u3001SeedBench\u3001GQA \u548c MME \u7b49\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff0c\u4f20\u7edf DPO \u65b9\u6cd5\u867d\u7136\u80fd\u591f\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6291\u5236\u5e7b\u89c9\uff0c\u4f46\u5f80\u5f80\u4f34\u968f\u603b\u4f53\u63a8\u7406\u4e0e\u7406\u89e3\u80fd\u529b\u7684\u4e0b\u964d\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0cDA-DPO \u5728\u51cf\u5c11\u5e7b\u89c9\u7684\u540c\u65f6\uff0c\u80fd\u591f\u57fa\u672c\u4fdd\u6301\u751a\u81f3\u63d0\u5347\u6a21\u578b\u7684\u901a\u7528\u591a\u6a21\u6001\u80fd\u529b\uff0c\u5c24\u5176\u5728\u591a\u8f6e\u5bf9\u8bdd\u3001\u590d\u6742\u89c6\u89c9\u63a8\u7406\u4ee5\u53ca\u591a\u9009\u89c6\u89c9\u95ee\u7b54\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u4e3a\u7a33\u5065\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/p>\n<p>\u8fd9\u8868\u660e\uff0cDA-DPO \u5e76\u975e\u4ee5\u4fdd\u5b88\u8f93\u51fa\u6216\u51cf\u5c11\u8868\u8fbe\u4e3a\u4ee3\u4ef7\u6765\u63a7\u5236\u5e7b\u89c9\uff0c\u800c\u662f\u901a\u8fc7\u6539\u8fdb\u504f\u597d\u5b66\u4e60\u673a\u5236\uff0c\u4f7f\u6a21\u578b\u5728\u5fe0\u5b9e\u6027\u4e0e\u7efc\u5408\u80fd\u529b\u4e4b\u95f4\u8fbe\u6210\u66f4\u5408\u7406\u7684\u5e73\u8861\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-89f197790294678385d682a3badc7e7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-89f197790294678385d682a3badc7e7c.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u5b9e\u9a8c\u8fd8\u901a\u8fc7\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u5956\u52b1\u4fe1\u53f7\u52a8\u6001\u5206\u6790\u8fdb\u4e00\u6b65\u63ed\u793a\u4e86\u4e0a\u8ff0\u7ed3\u679c\u80cc\u540e\u7684\u673a\u5236\u3002\u7814\u7a76\u56e2\u961f\u5c06\u9a8c\u8bc1\u96c6\u6837\u672c\u6309\u7167\u96be\u5ea6\u5212\u5206\u4e3a\u56db\u4e2a\u7b49\u7ea7\u540e\u53d1\u73b0\uff0c\u5728\u666e\u901a DPO \u8bad\u7ec3\u4e2d\uff0c\u7b80\u5355\u6837\u672c\u7684\u5956\u52b1\u63d0\u5347\u901f\u5ea6\u660e\u663e\u5feb\u4e8e\u56f0\u96be\u6837\u672c\uff0c\u5e76\u5728\u8bad\u7ec3\u540e\u671f\u5f62\u6210\u8f83\u5927\u5dee\u8ddd\u3002<\/p>\n<p>\u800c DA-DPO \u7684\u8bad\u7ec3\u66f2\u7ebf\u5219\u663e\u793a\u56f0\u96be\u6837\u672c\u7684\u5956\u52b1\u63d0\u5347\u66f4\u52a0\u663e\u8457\uff0c\u7b80\u5355\u6837\u672c\u7684\u589e\u957f\u8d8b\u7f13\uff0c\u4ece\u800c\u6709\u6548\u7f29\u5c0f\u4e0d\u540c\u96be\u5ea6\u6837\u672c\u4e4b\u95f4\u7684\u5956\u52b1\u5dee\u8ddd\u3002\u901a\u8fc7\u5bf9\u6700\u7b80\u5355\u4e0e\u6700\u56f0\u96be\u6837\u672c\u5956\u52b1\u5dee\u8ddd\u8fdb\u884c\u79ef\u5206\u6240\u5f97\u5230\u7684 AUG \u6307\u6807\uff0c\u7814\u7a76\u4eba\u5458\u5b9a\u91cf\u8bc1\u660e DA-DPO \u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7ef4\u6301\u4e86\u66f4\u5c0f\u7684\u96be\u6613\u5dee\u5f02\uff0c\u8fd9\u8868\u660e\u8bad\u7ec3\u6743\u91cd\u786e\u5b9e\u7531\u7b80\u5355\u6837\u672c\u5411\u56f0\u96be\u6837\u672c\u8f6c\u79fb\uff0c\u6700\u7ec8\u8f6c\u5316\u4e3a\u5bf9\u7ec6\u7c92\u5ea6\u5e7b\u89c9\u7684\u663e\u8457\u6291\u5236\u4ee5\u53ca\u7efc\u5408\u80fd\u529b\u7684\u7a33\u5b9a\u4fdd\u6301\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-b9dcdabb98a4cc911862ca458b5fee62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-b9dcdabb98a4cc911862ca458b5fee62.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8A%8A%E6%9D%83%E9%87%8D%E4%BA%A4%E7%BB%99%E9%9A%BE%E6%A0%B7%E6%9C%AC\"><\/span>\u628a\u6743\u91cd\u4ea4\u7ed9\u96be\u6837\u672c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b9e\u9a8c\u8bbe\u8ba1\u56f4\u7ed5\u4e00\u4e2a\u6838\u5fc3\u51fa\u53d1\u70b9\u5c55\u5f00\uff1a\u5728\u591a\u6a21\u6001\u504f\u597d\u6570\u636e\u4e2d\uff0c\u5927\u91cf\u6837\u672c\u5c5e\u4e8e\u7b80\u5355\u504f\u597d\u5bf9\uff0c\u800c\u4f20\u7edf DPO \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u66f4\u5bb9\u6613\u62df\u5408\u8fd9\u7c7b\u6613\u4e8e\u533a\u5206\u7684\u6837\u672c\uff0c\u4ece\u800c\u524a\u5f31\u4e86\u5bf9\u56f0\u96be\u6837\u672c\u7684\u5b66\u4e60\u529b\u5ea6\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u771f\u5b9e\u800c\u590d\u6742\u7684\u5e94\u7528\u573a\u666f\u4e2d\u4ecd\u7136\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n<p>\u4e3a\u9a8c\u8bc1\u8fd9\u4e00\u5224\u65ad\u5e76\u63d0\u51fa\u76f8\u5e94\u6539\u8fdb\u65b9\u6848\uff0c\u7814\u7a76\u56e2\u961f\u4ece\u6a21\u578b\u9009\u62e9\u3001\u6570\u636e\u6784\u5efa\u3001\u96be\u5ea6\u4f30\u8ba1\u65b9\u6cd5\u3001\u8bad\u7ec3\u7b56\u7565\u4ee5\u53ca\u6d88\u878d\u5b9e\u9a8c\u4e94\u4e2a\u65b9\u9762\u5f00\u5c55\u4e86\u7cfb\u7edf\u800c\u4e25\u5bc6\u7684\u5b9e\u9a8c\u5e03\u5c40\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-405ee8ffdeca0d9013f13f14f9d7ef72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-405ee8ffdeca0d9013f13f14f9d7ef72.png\"><\/a><\/p>\n<p>\u5728\u6a21\u578b\u9009\u62e9\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86 LLaVA v1.5 7B\u3001LLaVA v1.5 13B \u4ee5\u53ca LLaVA-OneVision 7B \u7b49\u591a\u79cd\u5177\u6709\u4ee3\u8868\u6027\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u8986\u76d6\u4e0d\u540c\u53c2\u6570\u89c4\u6a21\u548c\u611f\u77e5\u80fd\u529b\uff0c\u4ee5\u907f\u514d\u65b9\u6cd5\u4ec5\u5bf9\u7279\u5b9a\u6a21\u578b\u7ed3\u6784\u6709\u6548\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-f2362b4a0b3eaa443fabb499846bf131.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-f2362b4a0b3eaa443fabb499846bf131.png\"><\/a><\/p>\n<p>\u5728\u6570\u636e\u5c42\u9762\uff0c\u56e2\u961f\u5e76\u672a\u4f9d\u8d56\u5355\u4e00\u504f\u597d\u6570\u636e\u96c6\uff0c\u800c\u662f\u7efc\u5408\u4f7f\u7528\u4e86\u4e09\u7c7b\u6765\u6e90\u4e0d\u540c\u7684\u6570\u636e\uff1aBPO \u81ea\u52a8\u6784\u9020\u6570\u636e\uff08\u901a\u8fc7\u5f31\u5316\u56fe\u50cf\u4e0e\u6ce8\u5165\u9519\u8bef\u751f\u6210\u8d1f\u6837\u672c\uff09\u3001VLFeedback \u81ea\u52a8\u504f\u597d\u6570\u636e\uff08\u7531\u591a\u6a21\u578b\u751f\u6210\u56de\u7b54\u5e76\u7ecf GPT-4V \u8bc4\u5206\u7b5b\u9009\uff09\u4ee5\u53ca LLaVA-RLHF \u4eba\u5de5\u6807\u6ce8\u6570\u636e\u3002\u8de8\u6570\u636e\u6e90\u7684\u5b9e\u9a8c\u8bbe\u8ba1\u65e8\u5728\u9a8c\u8bc1\u6837\u672c\u96be\u5ea6\u4e0d\u5e73\u8861\u662f\u504f\u597d\u6570\u636e\u4e2d\u7684\u666e\u904d\u73b0\u8c61\uff0c\u800c\u975e\u4e2a\u522b\u6570\u636e\u96c6\u7684\u5076\u7136\u7ed3\u679c\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-ca0f3072e41bffcc0a861ddb36da3e0f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-ca0f3072e41bffcc0a861ddb36da3e0f.png\"><\/a><\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u5b9e\u9a8c\u63d0\u51fa\u4e86\u4e00\u79cd\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u7684\u96be\u5ea6\u4f30\u8ba1\u673a\u5236\u3002\u7814\u7a76\u4eba\u5458\u540c\u65f6\u5f15\u5165\u4e24\u7c7b\u9884\u8bad\u7ec3\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff1a\u4ee5 CLIP \u4e3a\u4ee3\u8868\u7684\u5bf9\u6bd4\u5f0f\u6a21\u578b\uff0c\u4ece\u56fe\u50cf\u4e0e\u6587\u672c\u76f8\u5173\u6027\u7684\u89d2\u5ea6\u8bc4\u4f30\u6837\u672c\uff0c\u4ee5\u53ca\u4ee5 LLaVA \u4e3a\u4ee3\u8868\u7684\u751f\u6210\u5f0f\u6a21\u578b\uff0c\u4ece\u95ee\u9898\u4e0e\u56de\u7b54\u8bed\u4e49\u4e00\u81f4\u6027\u7684\u89d2\u5ea6\u8861\u91cf\u6837\u672c\u3002\u96f7\u5cf0\u7f51<\/p>\n<p>\u9488\u5bf9\u6bcf\u4e00\u5bf9\u504f\u597d\u6570\u636e\uff0c\u5206\u522b\u8ba1\u7b97\u88ab\u9009\u56de\u7b54\u4e0e\u88ab\u62d2\u56de\u7b54\u7684\u5f97\u5206\uff0c\u5e76\u4ee5\u5206\u6570\u5dee\u503c\u4f5c\u4e3a\u96be\u6613\u7a0b\u5ea6\u7684\u4f9d\u636e\uff1a\u5dee\u503c\u8f83\u5927\u8868\u793a\u6837\u672c\u5bb9\u6613\u533a\u5206\uff0c\u5dee\u503c\u8f83\u5c0f\u5219\u8868\u660e\u6837\u672c\u66f4\u4e3a\u56f0\u96be\u3002\u968f\u540e\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u9ad8\u65af\u5f52\u4e00\u5316\u4e0e\u5206\u5e03\u611f\u77e5\u6295\u7968\u7b56\u7565\u5bf9\u4e24\u7c7b\u6a21\u578b\u7684\u8f93\u51fa\u8fdb\u884c\u878d\u5408\uff0c\u4f7f\u96be\u5ea6\u4f30\u8ba1\u5728\u7a33\u5b9a\u6027\u4e0e\u9c81\u68d2\u6027\u65b9\u9762\u5f97\u5230\u517c\u987e\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-18649bf9e8bdae133b17ab7802252ff3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-18649bf9e8bdae133b17ab7802252ff3.png\"><\/a><\/p>\n<p>\u800c\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u56e2\u961f\u5c06\u96be\u5ea6\u8bc4\u5206\u5f15\u5165 DPO \u6846\u67b6\u4e2d\u7684 \u03b2 \u53c2\u6570\uff0c\u4f7f\u8be5\u53c2\u6570\u4e0d\u518d\u56fa\u5b9a\uff0c\u800c\u662f\u968f\u6837\u672c\u96be\u5ea6\u81ea\u9002\u5e94\u53d8\u5316\uff0c\u4ece\u800c\u5f62\u6210\u96be\u5ea6\u611f\u77e5\u8bad\u7ec3\u673a\u5236\uff1a\u56f0\u96be\u6837\u672c\u88ab\u8d4b\u4e88\u66f4\u9ad8\u7684\u4f18\u5316\u6743\u91cd\uff0c\u800c\u7b80\u5355\u6837\u672c\u7684\u8fc7\u62df\u5408\u8d8b\u52bf\u5219\u53d7\u5230\u6291\u5236\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-f69bcb37f2fc4b36a5ba9160f57a38aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-f69bcb37f2fc4b36a5ba9160f57a38aa.png\"><\/a><\/p>\n<p>\u4e3a\u9a8c\u8bc1\u65b9\u6cd5\u7684\u771f\u5b9e\u6709\u6548\u6027\u800c\u975e\u5076\u7136\u73b0\u8c61\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u5c55\u4e86\u5927\u89c4\u6a21\u6d88\u878d\u5b9e\u9a8c\u3002\u4f8b\u5982\uff0c\u4ed6\u4eec\u5206\u522b\u8003\u5bdf\u4ec5\u4f7f\u7528\u5bf9\u6bd4\u5f0f\u6a21\u578b\u3001\u4ec5\u4f7f\u7528\u751f\u6210\u5f0f\u6a21\u578b\u4ee5\u53ca\u4e24\u8005\u8054\u5408\u8fdb\u884c\u96be\u5ea6\u4f30\u8ba1\u7684\u6548\u679c\uff0c\u7ed3\u679c\u8868\u660e\u8054\u5408\u65b9\u5f0f\u660e\u663e\u4f18\u4e8e\u5355\u4e00\u6765\u6e90\uff0c\u540c\u65f6\u8fd8\u6784\u5efa\u4e86\u76f4\u63a5\u5220\u9664\u7b80\u5355\u6837\u672c\u7684\u8fc7\u6ee4\u7b56\u7565\u8fdb\u884c\u5bf9\u7167\uff0c\u53d1\u73b0\u8fd9\u4e00\u505a\u6cd5\u7834\u574f\u6570\u636e\u591a\u6837\u6027\u5e76\u5bfc\u81f4\u7ed3\u679c\u6ce2\u52a8\uff0c\u800c DA-DPO \u7684\u8f6f\u52a0\u6743\u65b9\u5f0f\u5219\u80fd\u591f\u6301\u7eed\u5e26\u6765\u7a33\u5b9a\u63d0\u5347\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-68db2575ea1071348d1e50cfbd3f32bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-68db2575ea1071348d1e50cfbd3f32bf.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u901a\u8fc7\u96be\u5ea6\u5206\u6876\u8bad\u7ec3\u8fdb\u4e00\u6b65\u8868\u660e\uff0c\u5f53\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u4ee5\u4e2d\u7b49\u96be\u5ea6\u6837\u672c\u4e3a\u4e3b\u65f6\uff0c\u5e7b\u89c9\u6291\u5236\u6548\u679c\u6700\u4e3a\u663e\u8457\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u652f\u6301\u4e86\u8fd9\u6837\u4e00\u4e2a\u5173\u952e\u89c2\u70b9\uff1a\u76f8\u8f83\u4e8e\u5355\u7eaf\u6269\u5927\u6570\u636e\u89c4\u6a21\uff0c\u6837\u672c\u96be\u5ea6\u7ed3\u6784\u7684\u5408\u7406\u6027\u5bf9\u6a21\u578b\u6027\u80fd\u63d0\u5347\u5177\u6709\u66f4\u4e3a\u5173\u952e\u7684\u4f5c\u7528\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-fe88effcf1b0b7701db7d9b1711e6f99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-fe88effcf1b0b7701db7d9b1711e6f99.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E3%80%8C%E6%95%B0%E6%8D%AE%E6%9B%B4%E5%A4%9A%E3%80%8D%E5%88%B0%E3%80%8C%E9%9A%BE%E5%BA%A6%E6%9B%B4%E5%87%86%E3%80%8D\"><\/span>\u4ece\u300c\u6570\u636e\u66f4\u591a\u300d\u5230\u300c\u96be\u5ea6\u66f4\u51c6\u300d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u7814\u7a76\u5177\u6709\u91cd\u8981\u7684\u5b66\u672f\u610f\u4e49\u548c\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002\u9996\u5148\uff0c\u4ece\u7406\u8bba\u5c42\u9762\u770b\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5bf9\u8bad\u7ec3\u52a8\u6001\u3001\u5956\u52b1\u53d8\u5316\u8f68\u8ff9\u4ee5\u53ca\u6837\u672c\u96be\u5ea6\u5206\u5e03\u7684\u7cfb\u7edf\u5206\u6790\uff0c\u63ed\u793a\u4e86\u4e00\u4e2a\u6b64\u524d\u5728\u591a\u6a21\u6001\u504f\u597d\u4f18\u5316\u9886\u57df\u672a\u88ab\u5145\u5206\u91cd\u89c6\u7684\u95ee\u9898\uff1a\u4f20\u7edf DPO \u867d\u7136\u5728\u5f62\u5f0f\u4e0a\u5b9e\u73b0\u4e86\u504f\u597d\u5bf9\u7684\u4f18\u5316\uff0c\u4f46\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b58\u5728\u660e\u663e\u7684\u96be\u5ea6\u504f\u7f6e\uff0c\u6a21\u578b\u66f4\u503e\u5411\u4e8e\u5b66\u4e60\u7b80\u5355\u3001\u5dee\u5f02\u660e\u663e\u7684\u6837\u672c\uff0c\u800c\u5bf9\u8bed\u4e49\u590d\u6742\u3001\u533a\u5206\u7ec6\u5fae\u3001\u8d34\u8fd1\u771f\u5b9e\u5e94\u7528\u60c5\u5883\u7684\u56f0\u96be\u6837\u672c\u5b66\u4e60\u4e0d\u8db3\u3002<\/p>\n<p>\u6b63\u662f\u8fd9\u79cd\u504f\u7f6e\uff0c\u4f7f\u5f97\u5373\u4fbf\u5728\u5927\u91cf\u504f\u597d\u6570\u636e\u8bad\u7ec3\u4e4b\u540e\uff0c\u5e7b\u89c9\u95ee\u9898\u4ecd\u7136\u96be\u4ee5\u5f97\u5230\u6709\u6548\u6291\u5236\u3002DA-DPO 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\u5177\u6709\u6210\u672c\u4f4e\u3001\u6548\u7387\u9ad8\u3001\u53ef\u843d\u5730\u6027\u5f3a\u7684\u7279\u70b9\u3002\u8be5\u65b9\u6cd5\u4e0d\u4f9d\u8d56\u65b0\u589e\u4eba\u5de5\u6807\u6ce8\uff0c\u4e5f\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u5b8c\u6574\u7684\u5956\u52b1\u6a21\u578b\uff0c\u66f4\u4e0d\u9700\u8981\u5f15\u5165\u590d\u6742\u7684\u5f3a\u5316\u5b66\u4e60\u6d41\u7a0b\uff0c\u800c\u662f\u5229\u7528\u73b0\u6709\u9884\u8bad\u7ec3\u6a21\u578b\u5bf9\u6837\u672c\u96be\u5ea6\u8fdb\u884c\u8bc4\u4f30\uff0c\u5e76\u5728\u539f\u6709 DPO \u6846\u67b6\u4e2d\u52a0\u5165\u7b80\u6d01\u6709\u6548\u7684 \u03b2 \u52a8\u6001\u8c03\u8282\u673a\u5236\uff0c\u5373\u53ef\u83b7\u5f97\u7a33\u5b9a\u7684\u6027\u80fd\u63d0\u5347\u3002\u8fd9\u79cd\u4f4e\u6210\u672c\u4e0e\u9ad8\u6536\u76ca\u5e76\u5b58\u7684\u7279\u70b9\uff0c\u4f7f\u5176\u975e\u5e38\u9002\u5408\u5728\u5de5\u4e1a\u7ea7\u591a\u6a21\u6001\u7cfb\u7edf\u4e2d\u90e8\u7f72\u4e0e\u63a8\u5e7f\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4ece\u5e94\u7528\u5c42\u9762\u6765\u770b\uff0c\u591a\u6a21\u6001\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u76f4\u63a5\u5f71\u54cd\u5176\u5728\u5b89\u5168\u5173\u952e\u4efb\u52a1\u4e2d\u7684\u5b9e\u7528\u6027\u4e0e\u53ef\u9760\u6027\u3002\u4f8b\u5982\uff0c\u533b\u7597\u5f71\u50cf\u63cf\u8ff0\u4e2d\u82e5\u51ed\u7a7a\u634f\u9020\u75c5\u7076\uff0c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u82e5\u8bef\u5224\u9053\u8def\u8981\u7d20\uff0c\u6216\u6cd5\u5f8b\u8f85\u52a9\u7cfb\u7edf\u82e5\u81c6\u6d4b\u4e8b\u5b9e\u7ec6\u8282\uff0c\u90fd\u53ef\u80fd\u5e26\u6765\u4e25\u91cd\u540e\u679c\u3002<\/p>\n<p>DA-DPO \u5728\u4e0d\u663e\u8457\u524a\u5f31\u6a21\u578b\u80fd\u529b\u7684\u524d\u63d0\u4e0b\u6709\u6548\u964d\u4f4e\u5e7b\u89c9\u53d1\u751f\u9891\u7387\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u6b64\u7c7b\u9ad8\u98ce\u9669\u9886\u57df\u4e2d\u7684\u53ef\u4fe1\u5ea6\u4e0e\u5b89\u5168\u6027\u3002\u5f53\u7136\uff0c\u7814\u7a76\u56e2\u961f\u4e5f\u6307\u51fa\u8be5\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff1a\u96be\u5ea6\u8bc4\u4f30\u4f9d\u8d56\u4e8e\u5f53\u524d\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u5224\u65ad\u80fd\u529b\uff0c\u5f53\u76ee\u6807\u9886\u57df\u4e0e\u9884\u8bad\u7ec3\u8bed\u6599\u5b58\u5728\u8f83\u5927\u5dee\u5f02\u65f6\uff0c\u96be\u5ea6\u8bc4\u4f30\u53ef\u80fd\u4e0d\u591f\u51c6\u786e\u3002\u56e0\u6b64\uff0c\u672a\u6765\u5de5\u4f5c\u6709\u5fc5\u8981\u63a2\u7d22\u9886\u57df\u81ea\u9002\u5e94\u7684\u96be\u5ea6\u4f30\u8ba1\u65b9\u6cd5\u4ee5\u53ca\u81ea\u76d1\u7763\u5f0f\u96be\u5ea6\u5efa\u6a21\u673a\u5236\u3002<\/p>\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u4e00\u6761\u5207\u5b9e\u53ef\u884c\u7684\u6280\u672f\u8def\u7ebf\uff0c\u66f4\u63d0\u51fa\u4e86\u4e00\u4e2a\u5bf9\u591a\u6a21\u6001\u504f\u597d\u5b66\u4e60\u65b9\u5f0f\u4ea7\u751f\u91cd\u8981\u5f71\u54cd\u7684\u6838\u5fc3\u89c2\u70b9\uff0c\u8fd9\u4e5f\u662f\u5176\u6700\u4e3a\u5173\u952e\u7684\u5b66\u672f\u610f\u4e49\u6240\u5728\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%9C%A8%E5%A4%9A%E6%A8%A1%E6%80%81%E4%B8%96%E7%95%8C%E9%87%8C%E5%AF%BB%E6%89%BE%E7%AD%94%E6%A1%88%E7%9A%84%E4%BA%BA\"><\/span>\u5728\u591a\u6a21\u6001\u4e16\u754c\u91cc\u5bfb\u627e\u7b54\u6848\u7684\u4eba<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662f Longtian Qiu\u3002\u4ed6\u662f\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662 PLUS Group \u7684\u7855\u58eb\u7814\u7a76\u751f\uff0c\u5e08\u4ece\u4f55\u65ed\u660e\u6559\u6388\uff0c\u76ee\u524d\u653b\u8bfb\u4eba\u5de5\u667a\u80fd\u65b9\u5411\u7684\u7855\u58eb\u5b66\u4f4d\u3002<\/p>\n<p>\u672c\u79d1\u9636\u6bb5\u540c\u6837\u5c31\u8bfb\u4e8e\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\uff0cLongtian Qiu \u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u6db5\u76d6\u5c11\u6837\u672c\/\u4f4e\u6837\u672c\u5b66\u4e60\u3001\u89c6\u89c9\u2014\u8bed\u8a00\u9884\u8bad\u7ec3\u4ee5\u53ca\u63d0\u793a\u5b66\u4e60\u7b49\u9886\u57df\uff0c\u800c\u8fd9\u4e9b\u65b9\u5411\u4e5f\u662f\u5f53\u524d\u591a\u6a21\u6001\u5b66\u4e60\u4e0e\u89c6\u89c9\u8bed\u8a00\u7406\u89e3\u7814\u7a76\u4e2d\u7684\u91cd\u8981\u8bae\u9898\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-fc0f71239ce1751d1e20a02ae413556f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-fc0f71239ce1751d1e20a02ae413556f.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/faculty.sist.shanghaitech.edu.cn\/plus\/author\/longtian-qiu\/<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u7684\u901a\u8baf\u4f5c\u8005\u662f\u4f55\u65ed\u660e\u3002\u4ed6\u662f\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u7684\u526f\u6559\u6388\u3001\u7814\u7a76\u5458\u548c\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u540c\u65f6\u62c5\u4efb\u5b66\u9662\u526f\u9662\u957f\u548c\u5b66\u4f4d\u59d4\u5458\u4f1a\u4e3b\u4efb\u3002<\/p>\n<p>\u4ed6\u4e8e 2008 \u5e74\u5728\u52a0\u62ff\u5927\u591a\u4f26\u591a\u5927\u5b66\u83b7\u5f97\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\uff0c\u968f\u540e\u5728\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\uff08UCLA\uff09\u4ece\u4e8b\u535a\u58eb\u540e\u7814\u7a76\u3002\u6b64\u540e\uff0c\u4ed6\u5148\u540e\u5728\u6fb3\u5927\u5229\u4e9a\u56fd\u5bb6\u4fe1\u606f\u901a\u4fe1\u6280\u672f\u7814\u7a76\u9662\uff08NICTA\uff09\u548c\u6fb3\u5927\u5229\u4e9a\u56fd\u7acb\u5927\u5b66\u62c5\u4efb\u7814\u7a76\u5458\u53ca\u9ad8\u7ea7\u7814\u7a76\u5458\uff0c\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u56fd\u9645\u79d1\u7814\u4e0e\u5408\u4f5c\u7ecf\u9a8c\u3002\u81ea 2016 \u5e74\u8d77\u52a0\u5165\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\uff0c\u5e76\u4e8e 2017 \u5e74\u8d77\u4efb\u526f\u6559\u6388\uff0c\u957f\u671f\u5728 PLUS Lab \u9886\u8854\u56e2\u961f\u5f00\u5c55\u524d\u6cbf\u7814\u7a76\u5de5\u4f5c\u3002<\/p>\n<p>\u4f55\u65ed\u660e\u6559\u6388\u7684\u7814\u7a76\u5174\u8da3\u4e3b\u8981\u96c6\u4e2d\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u79d1\u5b66\u667a\u80fd\u7b49\u9886\u57df\uff0c\u5c24\u5176\u5173\u6ce8\u5f00\u653e\u4e16\u754c\u573a\u666f\u7406\u89e3\u3001\u591a\u6a21\u6001\u6570\u636e\u7684\u7406\u89e3\u4e0e\u751f\u6210\u3001\u5c11\u6837\u672c\u4e0e\u975e\u5747\u8861\u6570\u636e\u5b66\u4e60\u3001\u7ec8\u8eab\u5b66\u4e60\u4ee5\u53ca\u65b0\u7c7b\u522b\u53d1\u73b0\u7b49\u5177\u6709\u6311\u6218\u6027\u7684\u79d1\u5b66\u95ee\u9898\u3002\u5728\u8fd9\u4e9b\u65b9\u5411\u4e0a\uff0c\u4ed6\u5df2\u53d1\u8868\u4e00\u767e\u4f59\u7bc7\u5b66\u672f\u8bba\u6587\uff0c\u6db5\u76d6 Nature Communications\u3001IEEE TPAMI\u3001Nano Letters\u3001NeurIPS\u3001ICLR\u3001CVPR\u3001ICCV 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