{"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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/","title":{"rendered":"\u6df1\u5165\u5206\u6790\uff1aDeepSeek \u6700\u65b0\u767c\u8868\u7684 Janus-Pro \u6709\u54ea\u4e9b\u5275\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\u7db2\u7ad9\u3002<\/p>\n\n\n\n<p>\u9664\u5915\u51cc\u6668\uff0cDeepSeek\u7a81\u7136\u5728GitHub\u4e0a\u5ba3\u5e03Janus\u5c08\u6848\u7a7a\u9593\u958b\u6e90\u4e86Janus-Pro\u6a21\u578b\u548c\u6280\u8853\u5831\u544a\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u8b93\u6211\u5011\u5f37\u8abf\u5e7e\u500b\u91cd\u9ede\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u7684 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro \u6a5f\u578b<\/a> \u9019\u6b21\u63a8\u51fa\u7684\u662f\u591a\u6a21\u5f0f\u6a5f\u578b\uff0c\u53ef<strong> \u53ef\u4ee5\u540c\u6642\u57f7\u884c\u591a\u6a21\u614b\u7406\u89e3\u548c\u5f71\u50cf\u7522\u751f\u4efb\u52d9\u3002\u5b83\u5171\u6709\u5169\u500b\u53c3\u6578\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\u5275\u65b0\u5728\u65bc\u5c07<strong> \u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\u9019\u5169\u9805\u4e0d\u540c\u7684\u4efb\u52d9\u3002\u9019\u53ef\u8b93\u9019\u5169\u9805\u4efb\u52d9\u5728\u540c\u4e00\u500b\u6a21\u578b\u4e2d\u6709\u6548\u7387\u5730\u5b8c\u6210<\/strong>.<\/li>\n\n\n\n<li>Janus-Pro\u8207DeepSeek\u53bb\u5e7410\u6708\u767c\u5e03\u7684Janus\u6a21\u578b\u67b6\u69cb\u4e00\u81f4\uff0c\u4f46\u7576\u6642Janus\u7684\u91cf\u4e26\u4e0d\u591a\u3002\u8996\u89ba\u9818\u57df\u7684\u6f14\u7b97\u6cd5\u5c08\u5bb6 Charles \u535a\u58eb\u544a\u8a34\u6211\u5011\uff0c\u4e4b\u524d\u7684 Janus\u300c\u4e00\u822c\u300d\uff0c\u300c\u6bd4\u4e0d\u4e0a DeepSeek \u7684\u8a9e\u8a00\u6a21\u578b\u300d\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_82_2 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\u9304<\/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\u63db\u5167\u5bb9\u8868\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u63db<\/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\/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\" >\u5b83\u65e8\u5728\u89e3\u6c7a\u696d\u754c\u7684\u96e3\u984c\uff1a\u5e73\u8861\u591a\u6a21\u614b\u7406\u89e3\u8207\u5f71\u50cf\u751f\u6210<\/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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Januss_decoupled_architecture_and_Janus-Pros_optimized_training_strategy\" >Janus \u7684\u89e3\u8026\u67b6\u69cb\u548c Janus-Pro \u7684\u6700\u4f73\u5316\u8a13\u7df4\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#First_lets_look_at_the_parameters\" >\u9996\u5148\uff0c\u6211\u5011\u4f86\u770b\u770b\u53c3\u6578\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#There_is_also_the_training_strategy\" >\u9084\u6709\u8a13\u7df4\u7b56\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_I_%E2%80%93_Longer_training_time\" >\u7b2c\u4e00\u968e\u6bb5 - \u8a13\u7df4\u6642\u9593\u8f03\u9577<\/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\/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\" >\u7b2c\u4e8c\u968e\u6bb5 - \u79fb\u9664 ImageNet \u8cc7\u6599\u4e26\u52a0\u5165\u591a\u6a21\u5f0f\u8cc7\u6599<\/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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_III_%E2%80%93_Optimizing_the_data_ratio\" >\u7b2c\u4e09\u968e\u6bb5 - \u512a\u5316\u8cc7\u6599\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Lets_look_at_the_training_data\" >\u8b93\u6211\u5011\u4f86\u770b\u770b\u8a13\u7df4\u8cc7\u6599\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_multimodal_understanding_data\" >\u64f4\u5c55\u591a\u6a21\u614b\u7406\u89e3\u8cc7\u6599\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_visual_generation_data\" >\u64f4\u5145\u8996\u89ba\u751f\u6210\u8cc7\u6599\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\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#The_continuation_of_an_efficiency_revolution\" >\u6548\u7387\u9769\u547d\u7684\u5ef6\u7e8c\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\u6c7a\u696d\u754c\u7684\u96e3\u984c\uff1a\u5e73\u8861\u591a\u6a21\u614b\u7406\u89e3\u8207\u5f71\u50cf\u751f\u6210<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6839\u64da DeepSeek \u7684\u5b98\u65b9\u4ecb\u7d39\u3001 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro <\/a>\u4e0d\u50c5\u53ef\u4ee5\u7406\u89e3\u5716\u7247\uff0c\u63d0\u53d6\u4e26\u7406\u89e3\u5716\u7247\u4e2d\u7684\u6587\u5b57\uff0c\u9084\u53ef\u4ee5\u540c\u6642\u751f\u6210\u5716\u7247\u3002<\/p>\n\n\n\n<p>\u8a72\u6280\u8853\u5831\u544a\u63d0\u5230\uff0c\u8207\u5176\u4ed6\u540c\u985e\u578b\u548c\u7b49\u7d1a\u7684\u6a5f\u578b\u76f8\u6bd4\uff0cJanus-Pro-7B \u5728 GenEval \u548c DPG-Bench \u6e2c\u8a66\u96c6\u4e0a\u7684\u5206\u6578<strong> \u8d85\u904e SD3-Medium \u548c DALL-E 3 \u7b49\u5176\u4ed6\u6a5f\u578b\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\u4e5f\u8209\u4f8b\u8aaa\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\u8a31\u591a\u7db2\u53cb\u5728\u5617\u8a66\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\u723e\u4e5f\u6703\u767c\u751f\u5d29\u6f70\u3002<\/p>\n\n\n\n<p>\u8acb\u53c3\u95b1\u4e0b\u5217\u6280\u8853\u6587\u4ef6 <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u6df1\u5ea6\u641c\u5c0b<\/a>, \u6211\u5011\u767c\u73fe Janus Pro \u662f\u57fa\u65bc Janus \u7684\u6700\u4f73\u5316\uff0c\u800c Janus \u662f\u5728\u4e09\u500b\u6708\u524d\u767c\u4f48\u7684\u3002<\/p>\n\n\n\n<p>\u672c\u7cfb\u5217\u6a5f\u578b\u7684\u6838\u5fc3\u5275\u65b0\u5728\u65bc<strong> \u5c07\u8996\u89ba\u7406\u89e3\u4efb\u52d9\u8207\u8996\u89ba\u751f\u6210\u4efb\u52d9\u5206\u958b\uff0c\u4ee5\u4fbf\u5e73\u8861\u5169\u9805\u4efb\u52d9\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>\u4e00\u500b\u6a21\u578b\u540c\u6642\u57f7\u884c\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u662f\u5f88\u5e38\u898b\u7684\u3002\u672c\u6e2c\u8a66\u96c6\u7684 D-DiT \u8207 TokenFlow-XL \u90fd\u5177\u5099\u6b64\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0cJanus \u7684\u7279\u9ede\u662f<strong> \u900f\u904e\u89e3\u8026\u8655\u7406\uff0c\u53ef\u57f7\u884c\u591a\u6a21\u614b\u7406\u89e3\u8207\u7522\u751f\u7684\u6a21\u578b\u53ef\u5e73\u8861\u5169\u9805\u4efb\u52d9\u7684\u6548\u80fd\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5e73\u8861\u5169\u9805\u4efb\u52d9\u7684\u6210\u6548\u662f\u696d\u754c\u7684\u96e3\u984c\u3002<\/strong> \u4ee5\u524d\u7684\u60f3\u6cd5\u662f\u76e1\u53ef\u80fd\u4f7f\u7528\u76f8\u540c\u7684\u7de8\u78bc\u5668\u4f86\u5be6\u73fe\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u9019\u7a2e\u65b9\u6cd5\u7684\u512a\u9ede\u662f\u67b6\u69cb\u7c21\u55ae\u3001\u6c92\u6709\u591a\u9918\u7684\u90e8\u7f72\uff0c\u800c\u4e14\u8207\u6587\u5b57\u6a21\u578b\uff08\u4e5f\u662f\u4f7f\u7528\u76f8\u540c\u7684\u65b9\u6cd5\u4f86\u9054\u6210\u6587\u5b57\u7522\u751f\u8207\u6587\u5b57\u7406\u89e3\uff09\u4e00\u81f4\u3002\u53e6\u4e00\u500b\u8ad6\u9ede\u662f\uff0c\u9019\u7a2e\u878d\u5408\u591a\u7a2e\u80fd\u529b\u7684\u65b9\u5f0f\u53ef\u4ee5\u5e36\u4f86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7a81\u73fe\u3002<\/p>\n\n\n\n<p>\u4f46\u4e8b\u5be6\u4e0a\uff0c\u5c07\u7522\u751f\u8207\u7406\u89e3\u878d\u5408\u5f8c\uff0c\u5169\u8005\u7684\u4efb\u52d9\u6703\u6709\u885d\u7a81--\u5716\u50cf\u7406\u89e3\u9700\u8981\u6a21\u578b\u9032\u884c\u9ad8\u7dad\u5ea6\u62bd\u8c61\uff0c\u8403\u53d6\u51fa\u5716\u50cf\u7684\u6838\u5fc3\u8a9e\u610f\uff0c\u504f\u5411\u65bc\u5b8f\u89c0\u3002\u800c\u5716\u50cf\u7522\u751f\u5247\u8457\u91cd\u65bc\u50cf\u7d20\u5c64\u7d1a\u5c40\u90e8\u7d30\u7bc0\u7684\u8868\u9054\u8207\u7522\u751f\u3002<\/p>\n\n\n\n<p>\u696d\u754c\u7684\u6163\u5e38\u505a\u6cd5\u662f\u4ee5\u5f71\u50cf\u7522\u751f\u80fd\u529b\u70ba\u512a\u5148\u3002\u9019\u5c0e\u81f4\u591a\u6a21\u614b\u6a21\u578b<strong> \u53ef\u4ee5\u7522\u751f\u54c1\u8cea\u8f03\u9ad8\u7684\u5f71\u50cf\uff0c\u4f46\u5f71\u50cf\u7406\u89e3\u7684\u7d50\u679c\u5f80\u5f80\u5e73\u5e73\u7121\u5947\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\u69cb\u548c Janus-Pro \u7684\u6700\u4f73\u5316\u8a13\u7df4\u7b56\u7565<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus \u7684\u89e3\u8026\u67b6\u69cb\u5141\u8a31\u6a21\u578b\u81ea\u884c\u5e73\u8861\u7406\u89e3\u548c\u7522\u751f\u7684\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u6839\u64da\u5b98\u65b9\u6280\u8853\u5831\u544a\u7684\u7d50\u679c\uff0c\u4e0d\u8ad6\u662f\u591a\u6a21\u614b\u7406\u89e3\u6216\u5f71\u50cf\u7522\u751f\uff0cJanus-Pro-7B \u5728\u591a\u500b\u6e2c\u8a66\u96c6\u4e0a\u90fd\u6709\u826f\u597d\u7684\u8868\u73fe\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>\u7528\u65bc\u591a\u6a21\u614b\u7406\u89e3\u3001<\/strong> Janus-Pro-7B \u5728\u4e03\u500b\u8a55\u4f30\u8cc7\u6599\u96c6\u4e2d\u7684\u56db\u500b\u53d6\u5f97\u7b2c\u4e00\u540d\uff0c\u5728\u5176\u9918\u4e09\u500b\u53d6\u5f97\u7b2c\u4e8c\u540d\uff0c\u7565\u5fae\u843d\u5f8c\u65bc\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>\u7528\u65bc\u5f71\u50cf\u7522\u751f\u3001<\/strong> Janus-Pro-7B \u5728 GenEval \u548c DPG-Bench \u8a55\u4f30\u8cc7\u6599\u96c6\u4e0a\u7684\u7e3d\u5206\u90fd\u53d6\u5f97\u7b2c\u4e00\u540d\u3002<\/p>\n\n\n\n<p>\u9019\u7a2e\u591a\u91cd\u4efb\u52d9\u7684\u6548\u679c\u4e3b\u8981\u662f\u7531\u65bc Janus \u7cfb\u5217\u4f7f\u7528\u5169\u500b\u8996\u89ba\u7de8\u78bc\u5668\u4f86\u8655\u7406\u4e0d\u540c\u7684\u4efb\u52d9\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u77ad\u89e3\u7de8\u78bc\u5668\uff1a<\/strong> \u7528\u65bc\u64f7\u53d6\u5f71\u50cf\u4e2d\u7684\u8a9e\u610f\u7279\u5fb5\uff0c\u4ee5\u57f7\u884c\u5f71\u50cf\u7406\u89e3\u4efb\u52d9 (\u4f8b\u5982\u5f71\u50cf\u554f\u7b54\u3001\u8996\u89ba\u5206\u985e\u7b49)\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5f0f\u7de8\u78bc\u5668\uff1a<\/strong> \u5c07\u5f71\u50cf\u8f49\u63db\u70ba\u96e2\u6563\u7684\u8868\u793a\u65b9\u5f0f (\u4f8b\u5982\u4f7f\u7528 VQ \u7de8\u78bc\u5668)\uff0c\u4ee5\u57f7\u884c\u6587\u5b57\u5230\u5f71\u50cf\u7684\u7522\u751f\u4efb\u52d9\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528\u6b64\u67b6\u69cb\u3001<strong> \u8a72\u6a21\u578b\u53ef\u7368\u7acb\u512a\u5316\u6bcf\u500b\u7de8\u78bc\u5668\u7684\u6027\u80fd\uff0c\u4f7f\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\u4efb\u52d9\u5404\u81ea\u9054\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>\u9019\u7a2e\u89e3\u8026\u67b6\u69cb\u662f Janus-Pro \u548c Janus \u7684\u5171\u901a\u9ede\u3002\u90a3\u9ebc\uff0cJanus-Pro \u5728\u904e\u53bb\u5e7e\u500b\u6708\u6709\u54ea\u4e9b\u8fed\u4ee3\u5462\uff1f<\/strong><\/p>\n\n\n\n<p>\u5f9e\u8a55\u4f30\u96c6\u7684\u7d50\u679c\u53ef\u4ee5\u770b\u51fa\uff0c\u76ee\u524d\u767c\u884c\u7684 Janus-Pro-1B \u8207\u4e4b\u524d\u7684 Janus \u76f8\u6bd4\uff0c\u5728\u4e0d\u540c\u8a55\u4f30\u96c6\u7684\u5206\u6578\u4e0a\u6709\u7d04 10% \u5230 20% \u7684\u6539\u5584\u3002Janus-Pro-7B \u5728\u64f4\u5145\u53c3\u6578\u5f8c\uff0c\u76f8\u8f03\u65bc Janus \u6709\u6700\u9ad8\u7d04 45% \u7684\u6539\u5584\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>\u5c31\u8a13\u7df4\u7d30\u7bc0\u800c\u8a00\uff0c\u6280\u8853\u5831\u544a\u6307\u51fa\uff0c\u76ee\u524d\u767c\u884c\u7684 Janus-Pro \u8207\u5148\u524d\u7684 Janus \u6a5f\u578b\u76f8\u6bd4\uff0c\u4fdd\u7559\u4e86\u6838\u5fc3\u7684\u89e3\u8026\u67b6\u69cb\u8a2d\u8a08\uff0c\u53e6\u5916\u9084\u8fed\u4ee3\u4e86<strong> \u53c3\u6578\u5927\u5c0f\u3001\u8a13\u7df4\u7b56\u7565\u548c\u8a13\u7df4\u8cc7\u6599\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\u5011\u4f86\u770b\u770b\u53c3\u6578<\/strong>.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Janus \u7684\u7b2c\u4e00\u500b\u7248\u672c\u53ea\u6709 1.3B \u53c3\u6578\uff0c\u76ee\u524d\u767c\u884c\u7684 Pro \u5305\u542b 1B \u548c 7B \u53c3\u6578\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u9019\u5169\u7a2e\u5c3a\u5bf8\u53cd\u6620\u4e86 Janus \u67b6\u69cb\u7684\u53ef\u64f4\u5c55\u6027\u30021B \u6a5f\u578b\u662f\u6700\u8f15\u7684\uff0c\u5916\u90e8\u4f7f\u7528\u8005\u5df2\u7d93\u4f7f\u7528 WebGPU \u5728\u700f\u89bd\u5668\u4e2d\u57f7\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>\u9084\u6709 <\/strong><strong>\u7684<\/strong><strong> \u8a13\u7df4\u7b56\u7565\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4f9d\u7167 Janus \u7684\u8a13\u7df4\u968e\u6bb5\u5206\u6cd5\uff0cJanus Pro \u5171\u6709\u4e09\u500b\u8a13\u7df4\u968e\u6bb5\uff0c\u672c\u6587\u76f4\u63a5\u5c07\u5b83\u5011\u5206\u70ba\u968e\u6bb5 I\u3001\u968e\u6bb5 II \u548c\u968e\u6bb5 III\u3002<\/p>\n\n\n\n<p>\u5728\u4fdd\u7559\u5404\u968e\u6bb5\u57fa\u672c\u57f9\u8a13\u601d\u8def\u548c\u57f9\u8a13\u76ee\u6a19\u7684\u57fa\u790e\u4e0a\uff0cJanus-Pro\u5c0d\u4e09\u500b\u968e\u6bb5\u7684\u57f9\u8a13\u6642\u9593\u548c\u57f9\u8a13\u6578\u64da\u9032\u884c\u4e86\u6539\u9032\u3002\u4ee5\u4e0b\u662f\u4e09\u500b\u968e\u6bb5\u7684\u5177\u9ad4\u6539\u9032\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\u968e\u6bb5 - \u8a13\u7df4\u6642\u9593\u8f03\u9577<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u76f8\u8f03\u65bc Janus\uff0cJanus-Pro \u5ef6\u9577\u4e86\u7b2c\u4e00\u968e\u6bb5\u7684\u8a13\u7df4\u6642\u9593\uff0c\u5c24\u5176\u662f\u5728\u8996\u89ba\u90e8\u5206\u7684\u9069\u914d\u5668\u8207\u5f71\u50cf\u982d\u7684\u8a13\u7df4\u3002\u9019\u8868\u793a\u8996\u89ba\u7279\u5fb5\u7684\u5b78\u7fd2\u5f97\u5230\u4e86\u66f4\u591a\u7684\u8a13\u7df4\u6642\u9593\uff0c\u5e0c\u671b\u6a21\u578b\u80fd\u5920\u5145\u5206\u7406\u89e3\u5716\u50cf\u7684\u7d30\u90e8\u7279\u5fb5\uff08\u4f8b\u5982\u50cf\u7d20\u5230\u8a9e\u7fa9\u7684\u6620\u5c04\uff09\u3002<\/p>\n\n\n\n<p>\u9019\u7a2e\u5ef6\u4f38\u8a13\u7df4\u6709\u52a9\u65bc\u78ba\u4fdd\u8996\u89ba\u90e8\u5206\u7684\u8a13\u7df4\u4e0d\u6703\u53d7\u5230\u5176\u4ed6\u6a21\u7d44\u7684\u5e72\u64fe\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\u968e\u6bb5 - \u79fb\u9664 ImageNet \u8cc7\u6599\u4e26\u52a0\u5165\u591a\u6a21\u5f0f\u8cc7\u6599<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5728\u7b2c\u4e8c\u968e\u6bb5\uff0cJanus \u5148\u524d\u53c3\u8003\u4e86 PixArt\uff0c\u4e26\u5206\u70ba\u5169\u90e8\u5206\u9032\u884c\u8a13\u7df4\u3002\u7b2c\u4e00\u90e8\u5206\u4f7f\u7528 ImageNet \u6578\u64da\u96c6\u9032\u884c\u5716\u50cf\u5206\u985e\u4efb\u52d9\u7684\u8a13\u7df4\uff0c\u7b2c\u4e8c\u90e8\u5206\u5247\u4f7f\u7528\u4e00\u822c\u7684\u6587\u5b57\u5230\u5716\u50cf\u8cc7\u6599\u9032\u884c\u8a13\u7df4\u3002\u7b2c\u4e8c\u968e\u6bb5\u7d04\u6709\u4e09\u5206\u4e4b\u4e8c\u7684\u6642\u9593\u7528\u5728\u7b2c\u4e00\u90e8\u5206\u7684\u8a13\u7df4\u3002<\/p>\n\n\n\n<p>Janus-Pro \u79fb\u9664\u4e86\u7b2c\u4e8c\u968e\u6bb5\u7684 ImageNet \u8a13\u7df4\u3002\u6b64\u8a2d\u8a08\u53ef\u8b93\u6a21\u578b\u5728\u7b2c\u4e8c\u968e\u6bb5\u8a13\u7df4\u6642\u5c08\u6ce8\u65bc\u6587\u5b57\u5230\u5f71\u50cf\u7684\u8cc7\u6599\u3002\u6839\u64da\u5be6\u9a57\u7d50\u679c\uff0c\u9019\u53ef\u4ee5\u5927\u5e45\u63d0\u9ad8\u6587\u5b57\u5230\u5f71\u50cf\u8cc7\u6599\u7684\u5229\u7528\u7387\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u8a13\u7df4\u65b9\u6cd5\u8a2d\u8a08\u7684\u8abf\u6574\u4e4b\u5916\uff0c\u7b2c\u4e8c\u968e\u6bb5\u6240\u4f7f\u7528\u7684\u8a13\u7df4\u8cc7\u6599\u96c6\u4e5f\u4e0d\u518d\u50c5\u9650\u65bc\u55ae\u4e00\u7684\u5f71\u50cf\u5206\u985e\u4efb\u52d9\uff0c\u800c\u662f\u52a0\u5165\u4e86\u66f4\u591a\u5176\u4ed6\u985e\u578b\u7684\u591a\u6a21\u614b\u8cc7\u6599\uff0c\u4f8b\u5982\u5f71\u50cf\u63cf\u8ff0\u3001\u5c0d\u8a71\u7b49\uff0c\u9032\u884c\u806f\u5408\u8a13\u7df4\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\u968e\u6bb5 - \u512a\u5316\u8cc7\u6599\u6bd4\u7387<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5728\u7b2c\u4e09\u968e\u6bb5\u8a13\u7df4\u4e2d\uff0cJanus-Pro \u6703\u8abf\u6574\u4e0d\u540c\u985e\u578b\u8a13\u7df4\u8cc7\u6599\u7684\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p>\u4e4b\u524d\uff0cJanus \u5728\u7b2c\u4e09\u968e\u6bb5\u4f7f\u7528\u7684\u8a13\u7df4\u8cc7\u6599\u4e2d\uff0c\u591a\u6a21\u614b\u7406\u89e3\u8cc7\u6599\u3001\u7d14\u6587\u5b57\u8cc7\u6599\u3001\u6587\u5b57\u5c0d\u5716\u50cf\u8cc7\u6599\u7684\u6bd4\u4f8b\u70ba 7:3:10\u3002Janus-Pro \u964d\u4f4e\u4e86\u5f8c\u5169\u985e\u8cc7\u6599\u7684\u6bd4\u4f8b\uff0c\u4e26\u5c07\u4e09\u985e\u8cc7\u6599\u7684\u6bd4\u4f8b\u8abf\u6574\u70ba 5:1:4\uff0c\u4e5f\u5c31\u662f\u66f4\u52a0\u91cd\u8996\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\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>\u8b93\u6211\u5011\u4f86\u770b\u770b\u8a13\u7df4\u8cc7\u6599\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8207 Janus \u76f8\u6bd4\uff0cJanus-Pro \u9019\u6b21\u5927\u5e45\u589e\u52a0\u4e86\u9ad8\u54c1\u8cea\u7684<strong> \u5408\u6210\u8cc7\u6599\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u64f4\u5927\u4e86\u591a\u6a21\u614b\u7406\u89e3\u548c\u5f71\u50cf\u7522\u751f\u7684\u8a13\u7df4\u8cc7\u6599\u6578\u91cf\u548c\u7a2e\u985e\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_multimodal_understanding_data\"><\/span><strong>\u64f4\u5c55\u591a\u6a21\u614b\u7406\u89e3\u8cc7\u6599\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Janus-Pro \u5728\u8a13\u7df4\u6642\u6703\u53c3\u8003 DeepSeek-VL2 \u8cc7\u6599\u96c6\uff0c\u4e26\u984d\u5916\u589e\u52a0\u7d04 9000 \u842c\u500b\u8cc7\u6599\u9ede\uff0c\u4e0d\u50c5\u5305\u62ec\u5f71\u50cf\u63cf\u8ff0\u8cc7\u6599\u96c6\uff0c\u9084\u5305\u62ec\u8868\u683c\u3001\u5716\u8868\u548c\u6587\u4ef6\u7b49\u8907\u96dc\u5834\u666f\u7684\u8cc7\u6599\u96c6\u3002<\/p>\n\n\n\n<p>\u5728\u6709\u76e3\u7763\u7684\u5fae\u8abf\u968e\u6bb5\uff08Stage III\uff09\uff0c\u7e7c\u7e8c\u589e\u52a0\u8207 MEME \u7406\u89e3\u548c\u5c0d\u8a71\uff08\u5305\u62ec\u4e2d\u6587\u5c0d\u8a71\uff09\u7d93\u9a57\u6539\u5584\u76f8\u95dc\u7684\u8cc7\u6599\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>\u64f4\u5145\u8996\u89ba\u751f\u6210\u8cc7\u6599\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u539f\u59cb\u7684\u771f\u5be6\u4e16\u754c\u8cc7\u6599\u54c1\u8cea\u4e0d\u4f73\u4e14\u96dc\u8a0a\u7a0b\u5ea6\u9ad8\uff0c\u5c0e\u81f4\u6a21\u578b\u7522\u751f\u7684\u8f38\u51fa\u4e0d\u7a69\u5b9a\uff0c\u5728\u6587\u5b57\u8f49\u5f71\u50cf\u7684\u4efb\u52d9\u4e2d\uff0c\u5f71\u50cf\u7684\u7f8e\u5b78\u54c1\u8cea\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p>Janus-Pro \u5728\u8a13\u7df4\u968e\u6bb5\u589e\u52a0\u4e86\u7d04 7,200 \u842c\u7b46\u65b0\u7684\u9ad8\u7f8e\u611f\u5408\u6210\u8cc7\u6599\uff0c\u4f7f\u5f97\u9810\u8a13\u968e\u6bb5\u7684\u771f\u5be6\u8cc7\u6599\u8207\u5408\u6210\u8cc7\u6599\u6bd4\u4f8b\u9054\u5230 1:1\u3002<\/p>\n\n\n\n<p>\u5408\u6210\u8cc7\u6599\u7684\u63d0\u793a\u5168\u90e8\u53d6\u81ea\u516c\u5171\u8cc7\u6e90\u3002\u5be6\u9a57\u986f\u793a\uff0c\u52a0\u5165\u9019\u4e9b\u8cc7\u6599\u5f8c\uff0c\u6a21\u578b\u7684\u6536\u6582\u901f\u5ea6\u66f4\u5feb\uff0c\u7522\u751f\u7684\u5f71\u50cf\u5728\u7a69\u5b9a\u6027\u548c\u8996\u89ba\u7f8e\u611f\u4e0a\u90fd\u6709\u660e\u986f\u7684\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\u5ef6\u7e8c\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7e3d\u7684\u4f86\u8aaa\uff0cDeepSeek \u9019\u500b\u7248\u672c\u70ba\u8996\u89ba\u5316\u6a21\u578b\u5e36\u4f86\u4e86\u6548\u7387\u9769\u547d\u3002<\/p>\n\n\n\n<p>\u8207\u8457\u91cd\u65bc\u55ae\u4e00\u529f\u80fd\u7684\u8996\u89ba\u6a21\u578b\u6216\u504f\u91cd\u65bc\u7279\u5b9a\u4efb\u52d9\u7684\u591a\u6a21\u614b\u6a21\u578b\u4e0d\u540c\uff0cJanus-Pro \u5728\u540c\u4e00\u6a21\u578b\u4e2d\u5e73\u8861\u4e86\u5f71\u50cf\u7522\u751f\u548c\u591a\u6a21\u614b\u7406\u89e3\u9019\u5169\u9805\u4e3b\u8981\u4efb\u52d9\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5118\u7ba1\u53c3\u6578\u8f03\u5c0f\uff0c\u5b83\u4ecd\u5728\u8a55\u4f30\u4e2d\u52dd\u904e OpenAI DALL-E 3 \u548c SD3-Medium\u3002<\/p>\n\n\n\n<p>\u5ef6\u4f38\u5230\u5730\u9762\uff0c\u4f01\u696d\u53ea\u9700\u8981\u90e8\u7f72\u4e00\u500b\u6a21\u578b\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u5be6\u73fe\u5716\u50cf\u7522\u751f\u548c\u7406\u89e3\u9019\u5169\u500b\u529f\u80fd\u3002\u518d\u52a0\u4e0a\u53ea\u6709 7B \u7684\u5927\u5c0f\uff0c\u90e8\u7f72\u7684\u96e3\u5ea6\u548c\u6210\u672c\u90fd\u5927\u5927\u964d\u4f4e\u3002<\/p>\n\n\n\n<p>\u8207\u4e4b\u524d\u767c\u4f48\u7684 R1 \u548c V3 \u76f8\u9023\uff0cDeepSeek \u6b63\u4ee5\u4e0b\u5217\u65b9\u5f0f\u6311\u6230\u73fe\u6709\u7684\u904a\u6232\u898f\u5247<strong> 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