{"id":857,"date":"2025-02-04T16:45:13","date_gmt":"2025-02-04T16:45:13","guid":{"rendered":"https:\/\/janusai.pro\/?p=857"},"modified":"2025-02-04T16:45:15","modified_gmt":"2025-02-04T16:45:15","slug":"in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have","status":"publish","type":"post","link":"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/","title":{"rendered":"\u6df1\u5ea6\u5206\u6790\uff1aDeepSeek \u6700\u65b0\u53d1\u5e03\u7684 Janus-Pro \u6709\u54ea\u4e9b\u521b\u65b0\uff1f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>DeepSeek \u5df2\u66f4\u65b0\u5176\u7f51\u7ad9\u3002<\/p>\n\n\n\n<p>\u9664\u5915\u51cc\u6668\uff0cDeepSeek \u7a81\u7136\u5728 GitHub \u4e0a\u5ba3\u5e03\uff0cJanus \u9879\u76ee\u7a7a\u95f4\u5df2\u5c06 Janus-Pro \u6a21\u578b\u548c\u6280\u672f\u62a5\u544a\u5f00\u653e\u6e90\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u5f3a\u8c03\u51e0\u4e2a\u8981\u70b9\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b) <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro \u578b\u53f7<\/a> \u8fd9\u6b21\u53d1\u5e03\u7684\u662f\u4e00\u4e2a\u591a\u6a21\u5f0f\u6a21\u578b\uff0c\u5b83\u53ef\u4ee5<strong> \u53ef\u4ee5\u540c\u65f6\u6267\u884c\u591a\u6a21\u6001\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002\u5b83\u5171\u6709\u4e24\u4e2a\u53c2\u6570\u7248\u672c\u3001 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro-1B \u548c Janus-Pro-7B<\/a>.<\/strong><\/li>\n\n\n\n<li>Janus-Pro \u7684\u6838\u5fc3\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\u5c06\u4ee5\u4e0b\u65b9\u9762\u89e3\u8026<strong> \u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u662f\u4e24\u9879\u4e0d\u540c\u7684\u4efb\u52a1\u3002\u8fd9\u6837\uff0c\u8fd9\u4e24\u9879\u4efb\u52a1\u5c31\u80fd\u5728\u540c\u4e00\u6a21\u578b\u4e2d\u9ad8\u6548\u5b8c\u6210<\/strong>.<\/li>\n\n\n\n<li>Janus-Pro \u4e0e DeepSeek \u53bb\u5e74 10 \u6708\u53d1\u5e03\u7684 Janus \u6a21\u578b\u67b6\u6784\u4e00\u81f4\uff0c\u4f46\u5f53\u65f6 Janus \u7684\u4f53\u91cf\u5e76\u4e0d\u5927\u3002\u67e5\u5c14\u65af\u535a\u58eb\u662f\u89c6\u89c9\u9886\u57df\u7684\u7b97\u6cd5\u4e13\u5bb6\uff0c\u4ed6\u544a\u8bc9\u6211\u4eec\uff0c\u4e4b\u524d\u7684 Janus \"\u4e00\u822c\u822c\"\uff0c\"\u4e0d\u5982 DeepSeek \u7684\u8bed\u8a00\u6a21\u578b\"\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1870\" height=\"1804\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302.png\" alt=\"\" class=\"wp-image-859\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302.png 1870w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-300x289.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-1024x988.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-768x741.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-1536x1482.png 1536w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/720ad345-4902-46e0-9185-bc4f887ed302-12x12.png 12w\" sizes=\"auto, (max-width: 1870px) 100vw, 1870px\" \/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\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=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/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:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#It_is_intended_to_solve_the_industrys_difficult_problem_balancing_multimodal_understanding_and_image_generation\" title=\"\u5b83\u65e8\u5728\u89e3\u51b3\u884c\u4e1a\u96be\u9898\uff1a\u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\">\u5b83\u65e8\u5728\u89e3\u51b3\u884c\u4e1a\u96be\u9898\uff1a\u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Januss_decoupled_architecture_and_Janus-Pros_optimized_training_strategy\" title=\"Janus \u7684\u89e3\u8026\u67b6\u6784\u548c Janus-Pro \u7684\u4f18\u5316\u57f9\u8bad\u7b56\u7565\">Janus \u7684\u89e3\u8026\u67b6\u6784\u548c Janus-Pro \u7684\u4f18\u5316\u57f9\u8bad\u7b56\u7565<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#First_lets_look_at_the_parameters\" title=\"\u9996\u5148\uff0c\u6211\u4eec\u6765\u770b\u770b\u53c2\u6570\u3002\">\u9996\u5148\uff0c\u6211\u4eec\u6765\u770b\u770b\u53c2\u6570\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#There_is_also_the_training_strategy\" title=\"\u8fd8\u6709\u57f9\u8bad\u6218\u7565\u3002\">\u8fd8\u6709\u57f9\u8bad\u6218\u7565\u3002<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_I_%E2%80%93_Longer_training_time\" title=\"\u7b2c\u4e00\u9636\u6bb5--\u8f83\u957f\u7684\u8bad\u7ec3\u65f6\u95f4\">\u7b2c\u4e00\u9636\u6bb5--\u8f83\u957f\u7684\u8bad\u7ec3\u65f6\u95f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_II_%E2%80%93_Removing_ImageNet_data_and_adding_multi-modal_data\" title=\"\u7b2c\u4e8c\u9636\u6bb5 - \u5220\u9664 ImageNet \u6570\u636e\u5e76\u6dfb\u52a0\u591a\u6a21\u6001\u6570\u636e\">\u7b2c\u4e8c\u9636\u6bb5 - \u5220\u9664 ImageNet \u6570\u636e\u5e76\u6dfb\u52a0\u591a\u6a21\u6001\u6570\u636e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_III_%E2%80%93_Optimizing_the_data_ratio\" title=\"\u7b2c\u4e09\u9636\u6bb5--\u4f18\u5316\u6570\u636e\u6bd4\u7387\">\u7b2c\u4e09\u9636\u6bb5--\u4f18\u5316\u6570\u636e\u6bd4\u7387<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Lets_look_at_the_training_data\" title=\"\u8ba9\u6211\u4eec\u6765\u770b\u770b\u8bad\u7ec3\u6570\u636e\u3002\">\u8ba9\u6211\u4eec\u6765\u770b\u770b\u8bad\u7ec3\u6570\u636e\u3002<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_multimodal_understanding_data\" title=\"\u6269\u5c55\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\uff1a\">\u6269\u5c55\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_visual_generation_data\" title=\"\u6269\u5c55\u89c6\u89c9\u751f\u6210\u6570\u636e\uff1a\">\u6269\u5c55\u89c6\u89c9\u751f\u6210\u6570\u636e\uff1a<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/zh_cn\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#The_continuation_of_an_efficiency_revolution\" title=\"\u6548\u7387\u9769\u547d\u7684\u7ee7\u7eed\uff1f\">\u6548\u7387\u9769\u547d\u7684\u7ee7\u7eed\uff1f<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"It_is_intended_to_solve_the_industrys_difficult_problem_balancing_multimodal_understanding_and_image_generation\"><\/span><strong>\u5b83\u65e8\u5728\u89e3\u51b3\u884c\u4e1a\u96be\u9898\uff1a\u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6839\u636e DeepSeek \u7684\u5b98\u65b9\u4ecb\u7ecd\u3001 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro <\/a>\u4e0d\u4ec5\u80fd\u770b\u61c2\u56fe\u7247\u3001\u63d0\u53d6\u548c\u7406\u89e3\u56fe\u7247\u4e2d\u7684\u6587\u5b57\uff0c\u8fd8\u80fd\u540c\u65f6\u751f\u6210\u56fe\u7247\u3002<\/p>\n\n\n\n<p>\u6280\u672f\u62a5\u544a\u63d0\u5230\uff0c\u4e0e\u5176\u4ed6\u540c\u7c7b\u578b\u3001\u540c\u6570\u91cf\u7ea7\u7684\u673a\u578b\u76f8\u6bd4\uff0cJanus-Pro-7B \u5728 GenEval \u548c DPG-Bench \u6d4b\u8bd5\u96c6\u4e0a\u7684\u5f97\u5206\u5982\u4e0b<strong> \u8d85\u8fc7 SD3-Medium \u548c DALL-E 3 \u7b49\u5176\u4ed6\u578b\u53f7\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1067\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17.png\" alt=\"\" class=\"wp-image-862\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-300x296.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-1024x1012.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-768x759.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a30e3dd3-b95c-4745-a4f7-8c5ace36af17-12x12.png 12w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u5b98\u65b9\u8fd8\u4e3e\u4f8b\u8bf4\u660e\ud83d\udc47\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1295\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe.png\" alt=\"\" class=\"wp-image-866\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-250x300.png 250w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-854x1024.png 854w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-768x921.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a063e5ec-bc07-4129-8ded-0ab90001bbfe-10x12.png 10w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>X \u4e0a\u4e5f\u6709\u5f88\u591a\u7f51\u6c11\u5728\u8bd5\u7528\u65b0\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1429\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61.png\" alt=\"\" class=\"wp-image-867\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-227x300.png 227w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-774x1024.png 774w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-768x1016.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c5235f43-349a-47a2-ae9f-dc5491d88d61-9x12.png 9w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1616\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b.png\" alt=\"\" class=\"wp-image-869\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-200x300.png 200w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-684x1024.png 684w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-768x1149.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-1027x1536.png 1027w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/61c76adf-1b00-4b38-8504-a47410160d3b-8x12.png 8w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u4f46\u5076\u5c14\u4e5f\u4f1a\u53d1\u751f\u78b0\u649e\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u67e5\u9605\u4ee5\u4e0b\u6280\u672f\u6587\u4ef6 <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u6df1\u5ea6\u641c\u7d22<\/a>\u6211\u4eec\u53d1\u73b0\uff0cJanus Pro \u662f\u57fa\u4e8e\u4e09\u4e2a\u6708\u524d\u53d1\u5e03\u7684 Janus \u8fdb\u884c\u7684\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u8be5\u7cfb\u5217\u673a\u578b\u7684\u6838\u5fc3\u521b\u65b0\u70b9\u5728\u4e8e<strong> \u5c06\u89c6\u89c9\u7406\u89e3\u4efb\u52a1\u4e0e\u89c6\u89c9\u751f\u6210\u4efb\u52a1\u5206\u79bb\u5f00\u6765\uff0c\u4ee5\u4fbf\u5e73\u8861\u8fd9\u4e24\u9879\u4efb\u52a1\u7684\u6548\u679c\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"538\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e.png\" alt=\"\" class=\"wp-image-861\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-300x149.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-1024x510.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-768x383.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/0fc71a9c-e23b-4ae9-976c-a4820124628e-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u540c\u65f6\u8fdb\u884c\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u6a21\u578b\u5e76\u4e0d\u5c11\u89c1\u3002\u672c\u6d4b\u8bd5\u96c6\u4e2d\u7684 D-DiT \u548c TokenFlow-XL \u90fd\u5177\u5907\u8fd9\u79cd\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u96c5\u52aa\u65af\u7684\u7279\u70b9\u662f<strong> \u901a\u8fc7\u89e3\u8026\u5904\u7406\uff0c\u4e00\u4e2a\u53ef\u4ee5\u8fdb\u884c\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u6a21\u578b\u53ef\u4ee5\u5e73\u8861\u8fd9\u4e24\u9879\u4efb\u52a1\u7684\u6709\u6548\u6027\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5982\u4f55\u5e73\u8861\u8fd9\u4e24\u9879\u4efb\u52a1\u7684\u6709\u6548\u6027\u662f\u4e1a\u5185\u7684\u4e00\u4e2a\u96be\u9898\u3002<\/strong> \u4ee5\u524d\u7684\u60f3\u6cd5\u662f\u5c3d\u53ef\u80fd\u4f7f\u7528\u540c\u4e00\u4e2a\u7f16\u7801\u5668\u6765\u5b9e\u73b0\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u70b9\u662f\u67b6\u6784\u7b80\u5355\uff0c\u6ca1\u6709\u5197\u4f59\u90e8\u7f72\uff0c\u5e76\u4e0e\u6587\u672c\u6a21\u578b\uff08\u4e5f\u4f7f\u7528\u76f8\u540c\u7684\u65b9\u6cd5\u5b9e\u73b0\u6587\u672c\u751f\u6210\u548c\u6587\u672c\u7406\u89e3\uff09\u4fdd\u6301\u4e00\u81f4\u3002\u53e6\u4e00\u4e2a\u8bba\u70b9\u662f\uff0c\u8fd9\u79cd\u591a\u79cd\u80fd\u529b\u7684\u878d\u5408\u53ef\u4ee5\u5e26\u6765\u4e00\u5b9a\u7a0b\u5ea6\u7684\u65b0\u5174\u6027\u3002<\/p>\n\n\n\n<p>\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u5728\u878d\u5408\u751f\u6210\u548c\u7406\u89e3\u4e4b\u540e\uff0c\u8fd9\u4e24\u9879\u4efb\u52a1\u4f1a\u53d1\u751f\u51b2\u7a81--\u56fe\u50cf\u7406\u89e3\u8981\u6c42\u6a21\u578b\u8fdb\u884c\u9ad8\u7ef4\u62bd\u8c61\uff0c\u63d0\u53d6\u56fe\u7247\u7684\u6838\u5fc3\u8bed\u4e49\uff0c\u800c\u8fd9\u504f\u91cd\u4e8e\u5b8f\u89c2\u3002\u800c\u56fe\u50cf\u751f\u6210\u5219\u4fa7\u91cd\u4e8e\u50cf\u7d20\u7ea7\u5c40\u90e8\u7ec6\u8282\u7684\u8868\u8fbe\u548c\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u4e1a\u754c\u901a\u5e38\u7684\u505a\u6cd5\u662f\u4f18\u5148\u8003\u8651\u56fe\u50cf\u751f\u6210\u80fd\u529b\u3002\u8fd9\u5bfc\u81f4\u591a\u6a21\u6001\u6a21\u578b<strong> \u53ef\u4ee5\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\uff0c\u4f46\u56fe\u50cf\u7406\u89e3\u7684\u7ed3\u679c\u5f80\u5f80\u5f88\u4e00\u822c\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Januss_decoupled_architecture_and_Janus-Pros_optimized_training_strategy\"><\/span><strong>Janus \u7684\u89e3\u8026\u67b6\u6784\u548c Janus-Pro \u7684\u4f18\u5316\u57f9\u8bad\u7b56\u7565<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus \u7684\u89e3\u8026\u67b6\u6784\u4f7f\u6a21\u578b\u80fd\u591f\u81ea\u884c\u5e73\u8861\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u5b98\u65b9\u6280\u672f\u62a5\u544a\u7684\u7ed3\u679c\uff0c\u65e0\u8bba\u662f\u591a\u6a21\u6001\u7406\u89e3\u8fd8\u662f\u56fe\u50cf\u751f\u6210\uff0cJanus-Pro-7B \u90fd\u5728\u591a\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"976\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129.png\" alt=\"\" class=\"wp-image-863\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-300x271.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-1024x925.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-768x694.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/f280e5d6-7150-40d3-bf81-7e5e5b780129-13x12.png 13w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p><strong>\u591a\u6a21\u6001\u7406\u89e3<\/strong> Janus-Pro-7B \u5728 7 \u4e2a\u8bc4\u4f30\u6570\u636e\u96c6\u4e2d\u7684 4 \u4e2a\u6570\u636e\u96c6\u4e2d\u83b7\u5f97\u7b2c\u4e00\u540d\uff0c\u5728\u5176\u4f59 3 \u4e2a\u6570\u636e\u96c6\u4e2d\u83b7\u5f97\u7b2c\u4e8c\u540d\uff0c\u7565\u5fae\u843d\u540e\u4e8e\u6392\u540d\u7b2c\u4e00\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1062\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff.png\" alt=\"\" class=\"wp-image-865\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-300x295.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-1024x1007.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-768x755.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/782c767f-e8d3-4d5c-9e2d-638c102f7dff-12x12.png 12w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p><strong>\u751f\u6210\u56fe\u50cf<\/strong> Janus-Pro-7B \u5728 GenEval \u548c DPG-Bench \u8bc4\u4f30\u6570\u636e\u96c6\u4e0a\u7684\u603b\u5206\u5747\u540d\u5217\u7b2c\u4e00\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u591a\u4efb\u52a1\u6548\u5e94\u4e3b\u8981\u662f\u7531\u4e8e Janus \u7cfb\u5217\u4f7f\u7528\u4e86\u4e24\u4e2a\u89c6\u89c9\u7f16\u7801\u5668\u6765\u5b8c\u6210\u4e0d\u540c\u7684\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4e86\u89e3\u7f16\u7801\u5668\uff1a<\/strong> \u7528\u4e8e\u63d0\u53d6\u56fe\u50cf\u4e2d\u7684\u8bed\u4e49\u7279\u5f81\uff0c\u4ee5\u5b8c\u6210\u56fe\u50cf\u7406\u89e3\u4efb\u52a1\uff08\u5982\u56fe\u50cf\u95ee\u7b54\u3001\u89c6\u89c9\u5206\u7c7b\u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5f0f\u7f16\u7801\u5668<\/strong> \u5c06\u56fe\u50cf\u8f6c\u6362\u4e3a\u79bb\u6563\u8868\u793a\uff08\u5982\u4f7f\u7528 VQ \u7f16\u7801\u5668\uff09\uff0c\u7528\u4e8e\u6587\u672c\u5230\u56fe\u50cf\u7684\u751f\u6210\u4efb\u52a1\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6709\u4e86\u8fd9\u79cd\u67b6\u6784\u3001<strong> \u8be5\u6a21\u578b\u53ef\u4ee5\u72ec\u7acb\u4f18\u5316\u6bcf\u4e2a\u7f16\u7801\u5668\u7684\u6027\u80fd\uff0c\u4ece\u800c\u4f7f\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u5404\u81ea\u8fbe\u5230\u6700\u4f73\u6027\u80fd\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"565\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502.png\" alt=\"\" class=\"wp-image-860\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-300x157.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-1024x536.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-768x402.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/81defdea-eadb-4fc7-8395-4c365c44d502-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p><strong>Janus-Pro \u548c Janus \u90fd\u91c7\u7528\u4e86\u8fd9\u79cd\u89e3\u8026\u67b6\u6784\u3002\u90a3\u4e48\uff0cJanus-Pro \u5728\u8fc7\u53bb\u51e0\u4e2a\u6708\u4e2d\u7ecf\u5386\u4e86\u54ea\u4e9b\u8fed\u4ee3\uff1f<\/strong><\/p>\n\n\n\n<p>\u4ece\u8bc4\u4f30\u96c6\u7684\u7ed3\u679c\u53ef\u4ee5\u770b\u51fa\uff0c\u4e0e\u4e4b\u524d\u7684 Janus \u76f8\u6bd4\uff0c\u5f53\u524d\u53d1\u5e03\u7684 Janus-Pro-1B \u5728\u4e0d\u540c\u8bc4\u4f30\u96c6\u7684\u5f97\u5206\u4e0a\u63d0\u9ad8\u4e86\u7ea6 10% \u81f3 20%\u3002\u4e0e Janus \u76f8\u6bd4\uff0cJanus-Pro-7B \u5728\u6269\u5927\u53c2\u6570\u6570\u91cf\u540e\u7684\u6539\u8fdb\u5e45\u5ea6\u6700\u5927\uff0c\u7ea6\u4e3a 45%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"185\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738.png\" alt=\"\" class=\"wp-image-858\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-300x51.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-1024x175.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-768x132.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/746d1d6f-9a07-4922-9b59-717614ef0738-18x3.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"430\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1.png\" alt=\"\" class=\"wp-image-864\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-300x119.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-1024x408.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-768x306.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/9361ef86-87ce-4f84-9cdd-71ef95a9f4b1-18x7.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u5728\u57f9\u8bad\u7ec6\u8282\u65b9\u9762\uff0c\u6280\u672f\u62a5\u544a\u6307\u51fa\uff0c\u4e0e\u4e4b\u524d\u7684 Janus \u6a21\u578b\u76f8\u6bd4\uff0c\u5f53\u524d\u53d1\u5e03\u7684 Janus-Pro \u4fdd\u7559\u4e86\u6838\u5fc3\u89e3\u8026\u67b6\u6784\u8bbe\u8ba1\uff0c\u5e76\u5728\u4ee5\u4e0b\u65b9\u9762\u8fdb\u884c\u4e86\u8fed\u4ee3<strong> \u53c2\u6570\u5927\u5c0f\u3001\u8bad\u7ec3\u7b56\u7565\u548c\u8bad\u7ec3\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"First_lets_look_at_the_parameters\"><\/span><strong>\u9996\u5148\uff0c\u6211\u4eec\u6765\u770b\u770b\u53c2\u6570<\/strong>.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Janus \u7684\u7b2c\u4e00\u4e2a\u7248\u672c\u53ea\u6709 1.3B \u4e2a\u53c2\u6570\uff0c\u800c\u76ee\u524d\u53d1\u5e03\u7684\u4e13\u4e1a\u7248\u5305\u62ec 1B \u548c 7B \u4e2a\u53c2\u6570\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e24\u79cd\u5c3a\u5bf8\u53cd\u6620\u4e86 Janus \u67b6\u6784\u7684\u53ef\u6269\u5c55\u6027\u30021B \u6a21\u578b\u662f\u6700\u8f7b\u7684\uff0c\u5916\u90e8\u7528\u6237\u5df2\u4f7f\u7528 WebGPU \u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"There_is_also_the_training_strategy\"><\/span><strong>\u8fd8\u6709 <\/strong><strong>\u7684<\/strong><strong> \u57f9\u8bad\u6218\u7565\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6309\u7167 Janus \u7684\u8bad\u7ec3\u9636\u6bb5\u5212\u5206\uff0cJanus Pro \u5171\u6709\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\uff0c\u672c\u6587\u76f4\u63a5\u5c06\u5176\u5206\u4e3a\u7b2c\u4e00\u9636\u6bb5\u3001\u7b2c\u4e8c\u9636\u6bb5\u548c\u7b2c\u4e09\u9636\u6bb5\u3002<\/p>\n\n\n\n<p>\u5728\u4fdd\u7559\u5404\u9636\u6bb5\u57fa\u672c\u57f9\u8bad\u601d\u8def\u548c\u57f9\u8bad\u76ee\u6807\u7684\u57fa\u7840\u4e0a\uff0cJanus-Pro \u5bf9\u4e09\u4e2a\u9636\u6bb5\u7684\u57f9\u8bad\u65f6\u95f4\u548c\u57f9\u8bad\u6570\u636e\u8fdb\u884c\u4e86\u6539\u8fdb\u3002\u4ee5\u4e0b\u662f\u4e09\u4e2a\u9636\u6bb5\u7684\u5177\u4f53\u6539\u8fdb\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stage_I_%E2%80%93_Longer_training_time\"><\/span><strong>\u7b2c\u4e00\u9636\u6bb5--\u8f83\u957f\u7684\u8bad\u7ec3\u65f6\u95f4<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4e0e Janus \u76f8\u6bd4\uff0cJanus-Pro \u5ef6\u957f\u4e86\u7b2c\u4e00\u9636\u6bb5\u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u5c24\u5176\u662f\u89c6\u89c9\u90e8\u5206\u7684\u9002\u914d\u5668\u548c\u56fe\u50cf\u5934\u7684\u8bad\u7ec3\u3002\u8fd9\u610f\u5473\u7740\u89c6\u89c9\u7279\u5f81\u7684\u5b66\u4e60\u5f97\u5230\u4e86\u66f4\u591a\u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u5e0c\u671b\u6a21\u578b\u80fd\u5145\u5206\u7406\u89e3\u56fe\u50cf\u7684\u7ec6\u8282\u7279\u5f81\uff08\u5982\u50cf\u7d20\u5230\u8bed\u4e49\u7684\u6620\u5c04\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u6269\u5c55\u57f9\u8bad\u6709\u52a9\u4e8e\u786e\u4fdd\u89c6\u89c9\u90e8\u5206\u7684\u57f9\u8bad\u4e0d\u53d7\u5176\u4ed6\u6a21\u5757\u7684\u5e72\u6270\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stage_II_%E2%80%93_Removing_ImageNet_data_and_adding_multi-modal_data\"><\/span><strong>\u7b2c\u4e8c\u9636\u6bb5 - \u5220\u9664 ImageNet \u6570\u636e\u5e76\u6dfb\u52a0\u591a\u6a21\u6001\u6570\u636e<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0cJanus \u5148\u524d\u53c2\u8003\u4e86 PixArt\uff0c\u5e76\u5206\u4e24\u90e8\u5206\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u7b2c\u4e00\u90e8\u5206\u4f7f\u7528 ImageNet \u6570\u636e\u96c6\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u8bad\u7ec3\uff0c\u7b2c\u4e8c\u90e8\u5206\u4f7f\u7528\u5e38\u89c4\u6587\u672c\u5230\u56fe\u50cf\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u7b2c\u4e8c\u9636\u6bb5\u5927\u7ea6\u4e09\u5206\u4e4b\u4e8c\u7684\u65f6\u95f4\u7528\u4e8e\u7b2c\u4e00\u90e8\u5206\u7684\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>Janus-Pro \u5220\u9664\u4e86\u7b2c\u4e8c\u9636\u6bb5\u7684 ImageNet \u8bad\u7ec3\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5141\u8bb8\u6a21\u578b\u5728\u7b2c\u4e8c\u9636\u6bb5\u8bad\u7ec3\u4e2d\u4e13\u6ce8\u4e8e\u6587\u672c\u5230\u56fe\u50cf\u6570\u636e\u3002\u6839\u636e\u5b9e\u9a8c\u7ed3\u679c\uff0c\u8fd9\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6587\u672c\u5230\u56fe\u50cf\u6570\u636e\u7684\u5229\u7528\u7387\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u8bad\u7ec3\u65b9\u6cd5\u8bbe\u8ba1\u4e0a\u7684\u8c03\u6574\uff0c\u7b2c\u4e8c\u9636\u6bb5\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u4e5f\u4e0d\u518d\u5c40\u9650\u4e8e\u5355\u4e00\u7684\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\uff0c\u800c\u662f\u52a0\u5165\u4e86\u66f4\u591a\u5176\u4ed6\u7c7b\u578b\u7684\u591a\u6a21\u6001\u6570\u636e\uff0c\u5982\u56fe\u50cf\u63cf\u8ff0\u548c\u5bf9\u8bdd\u7b49\uff0c\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stage_III_%E2%80%93_Optimizing_the_data_ratio\"><\/span><strong>\u7b2c\u4e09\u9636\u6bb5--\u4f18\u5316\u6570\u636e\u6bd4\u7387<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5728\u7b2c\u4e09\u9636\u6bb5\u8bad\u7ec3\u4e2d\uff0cJanus-Pro \u4f1a\u8c03\u6574\u4e0d\u540c\u7c7b\u578b\u8bad\u7ec3\u6570\u636e\u7684\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p>\u6b64\u524d\uff0cJanus \u5728\u7b2c\u4e09\u9636\u6bb5\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\u4e2d\uff0c\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\u3001\u7eaf\u6587\u672c\u6570\u636e\u548c\u6587\u672c\u5230\u56fe\u50cf\u6570\u636e\u7684\u6bd4\u4f8b\u4e3a 7:3:10\u3002Janus-Pro \u964d\u4f4e\u4e86\u540e\u4e24\u7c7b\u6570\u636e\u7684\u6bd4\u4f8b\uff0c\u5e76\u5c06\u4e09\u7c7b\u6570\u636e\u7684\u6bd4\u4f8b\u8c03\u6574\u4e3a 5:1:4\uff0c\u5373\u66f4\u52a0\u6ce8\u91cd\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lets_look_at_the_training_data\"><\/span><strong>\u8ba9\u6211\u4eec\u6765\u770b\u770b\u8bad\u7ec3\u6570\u636e\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e0e Janus \u76f8\u6bd4\uff0cJanus-Pro \u6b64\u6b21\u5927\u5e45\u589e\u52a0\u4e86\u9ad8\u8d28\u91cf\u7684<strong> \u5408\u6210\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u6269\u5927\u4e86\u7528\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\u7684\u8bad\u7ec3\u6570\u636e\u7684\u6570\u91cf\u548c\u79cd\u7c7b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_multimodal_understanding_data\"><\/span><strong>\u6269\u5c55\u591a\u6a21\u6001\u7406\u89e3\u6570\u636e\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Janus-Pro \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53c2\u8003\u4e86 DeepSeek-VL2 \u6570\u636e\u96c6\uff0c\u5e76\u589e\u52a0\u4e86\u7ea6 9000 \u4e07\u4e2a\u989d\u5916\u6570\u636e\u70b9\uff0c\u5176\u4e2d\u4e0d\u4ec5\u5305\u62ec\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\u96c6\uff0c\u8fd8\u5305\u62ec\u8868\u683c\u3001\u56fe\u8868\u548c\u6587\u6863\u7b49\u590d\u6742\u573a\u666f\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>\u5728\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff08\u7b2c\u4e09\u9636\u6bb5\uff09\uff0c\u5b83\u5c06\u7ee7\u7eed\u6dfb\u52a0\u4e0e MEME \u7406\u89e3\u548c\u5bf9\u8bdd\uff08\u5305\u62ec\u4e2d\u6587\u5bf9\u8bdd\uff09\u7ecf\u9a8c\u6539\u8fdb\u76f8\u5173\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_visual_generation_data\"><\/span><strong>\u6269\u5c55\u89c6\u89c9\u751f\u6210\u6570\u636e\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u539f\u59cb\u7684\u771f\u5b9e\u4e16\u754c\u6570\u636e\u8d28\u91cf\u5dee\u3001\u566a\u58f0\u5927\uff0c\u5bfc\u81f4\u6a21\u578b\u8f93\u51fa\u4e0d\u7a33\u5b9a\uff0c\u5728\u6587\u672c\u5230\u56fe\u50cf\u7684\u4efb\u52a1\u4e2d\u751f\u6210\u7684\u56fe\u50cf\u4e0d\u591f\u7f8e\u89c2\u3002<\/p>\n\n\n\n<p>Janus-Pro \u5728\u8bad\u7ec3\u9636\u6bb5\u65b0\u589e\u4e86\u7ea6 7200 \u4e07\u4e2a\u9ad8\u5ba1\u7f8e\u5408\u6210\u6570\u636e\uff0c\u4f7f\u9884\u8bad\u7ec3\u9636\u6bb5\u771f\u5b9e\u6570\u636e\u4e0e\u5408\u6210\u6570\u636e\u7684\u6bd4\u4f8b\u8fbe\u5230 1:1\u3002<\/p>\n\n\n\n<p>\u5408\u6210\u6570\u636e\u7684\u63d0\u793a\u5747\u6765\u81ea\u516c\u5171\u8d44\u6e90\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u52a0\u5165\u8fd9\u4e9b\u6570\u636e\u540e\uff0c\u6a21\u578b\u7684\u6536\u655b\u901f\u5ea6\u66f4\u5feb\uff0c\u751f\u6210\u7684\u56fe\u50cf\u5728\u7a33\u5b9a\u6027\u548c\u89c6\u89c9\u7f8e\u611f\u65b9\u9762\u4e5f\u6709\u660e\u663e\u6539\u5584\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_continuation_of_an_efficiency_revolution\"><\/span>\u6548\u7387\u9769\u547d\u7684\u7ee7\u7eed\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u603b\u4e4b\uff0cDeepSeek \u7684\u8fd9\u4e00\u7248\u672c\u4e3a\u53ef\u89c6\u5316\u6a21\u578b\u5e26\u6765\u4e86\u6548\u7387\u9769\u547d\u3002<\/p>\n\n\n\n<p>\u4e0e\u4e13\u6ce8\u4e8e\u5355\u4e00\u529f\u80fd\u7684\u89c6\u89c9\u6a21\u578b\u6216\u504f\u91cd\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u591a\u6a21\u6001\u6a21\u578b\u4e0d\u540c\uff0cJanus-Pro 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