{"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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/","title":{"rendered":"\u5fb9\u5e95\u5206\u6790\uff1a\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u304c\u65b0\u305f\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305fJanus-Pro\u306b\u306f\u3069\u3093\u306a\u9769\u65b0\u6027\u304c\u3042\u308b\u306e\u304b\uff1f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u304c\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u66f4\u65b0\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5927\u6666\u65e5\u306e\u672a\u660e\u3001\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306f\u7a81\u7136GitHub\u3067\u3001Janus\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b9\u30da\u30fc\u30b9\u304cJanus-Pro\u30e2\u30c7\u30eb\u3068\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u306e\u30bd\u30fc\u30b9\u3092\u516c\u958b\u3057\u305f\u3068\u767a\u8868\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u3044\u304f\u3064\u304b\u6319\u3052\u3066\u307f\u3088\u3046\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u306b\u3064\u3044\u3066 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro\u30e2\u30c7\u30eb<\/a> \u4eca\u56de\u767a\u8868\u3055\u308c\u305f\u306e\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002<strong> \u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u753b\u50cf\u751f\u6210\u30bf\u30b9\u30af\u3092\u540c\u6642\u306b\u5b9f\u884c\u3067\u304d\u308b\u3002\u5408\u8a082\u3064\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u3042\u308b\u3001 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro-1B\u304a\u3088\u3073Janus-Pro-7B<\/a>.<\/strong><\/li>\n\n\n\n<li>Janus-Pro\u306e\u9769\u65b0\u306e\u6838\u5fc3\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u70b9\u306b\u3042\u308b\u3002<strong> \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u751f\u6210\u3068\u3044\u30462\u3064\u306e\u7570\u306a\u308b\u30bf\u30b9\u30af\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e2\u3064\u306e\u30bf\u30b9\u30af\u3092\u540c\u3058\u30e2\u30c7\u30eb\u3067\u52b9\u7387\u7684\u306b\u3053\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/strong>.<\/li>\n\n\n\n<li>Janus-Pro\u306f\u6628\u5e7410\u6708\u306bDeepSeek\u304c\u767a\u8868\u3057\u305fJanus\u30e2\u30c7\u30eb\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u304c\u3001\u5f53\u6642Janus\u306f\u3042\u307e\u308a\u30dc\u30ea\u30e5\u30fc\u30e0\u304c\u306a\u304b\u3063\u305f\u3002\u8996\u899a\u5206\u91ce\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u5c02\u9580\u5bb6\u3067\u3042\u308b\u30c1\u30e3\u30fc\u30eb\u30ba\u535a\u58eb\u306f\u3001\u4ee5\u524d\u306eJanus\u306f\u300c\u5e73\u5747\u7684\u300d\u3067\u300cDeepSeek\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u307b\u3069\u3067\u306f\u306a\u3044\u300d\u3068\u8a9e\u3063\u3066\u3044\u308b\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\u6b21<\/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=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/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\/ja\/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\" >\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u753b\u50cf\u751f\u6210\u306e\u4e21\u7acb\u3068\u3044\u3046\u696d\u754c\u306e\u96e3\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b<\/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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Januss_decoupled_architecture_and_Janus-Pros_optimized_training_strategy\" >Janus\u306e\u975e\u7d50\u5408\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068Janus-Pro\u306e\u6700\u9069\u5316\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#First_lets_look_at_the_parameters\" >\u307e\u305a\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u898b\u3066\u307f\u3088\u3046\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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#There_is_also_the_training_strategy\" >\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3082\u3042\u308b\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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_I_%E2%80%93_Longer_training_time\" >\u30b9\u30c6\u30fc\u30b8I - \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u304c\u9577\u3044<\/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\/ja\/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\" >\u30b9\u30c6\u30fc\u30b8 II - ImageNet\u30c7\u30fc\u30bf\u306e\u524a\u9664\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0<\/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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Stage_III_%E2%80%93_Optimizing_the_data_ratio\" >\u30b9\u30c6\u30fc\u30b8III - \u30c7\u30fc\u30bf\u6bd4\u7387\u306e\u6700\u9069\u5316<\/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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Lets_look_at_the_training_data\" >\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u898b\u3066\u307f\u3088\u3046\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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_multimodal_understanding_data\" >\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30c7\u30fc\u30bf\u306e\u62e1\u5145\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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#Expansion_of_visual_generation_data\" >\u30d3\u30b8\u30e5\u30a2\u30eb\u751f\u6210\u30c7\u30fc\u30bf\u306e\u62e1\u5f35\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\/ja\/in-depth-analysis-what-innovations-does-deepseeks-newly-released-janus-pro-have\/#The_continuation_of_an_efficiency_revolution\" >\u52b9\u7387\u9769\u547d\u306e\u7d99\u7d9a\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>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u753b\u50cf\u751f\u6210\u306e\u4e21\u7acb\u3068\u3044\u3046\u696d\u754c\u306e\u96e3\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306e\u516c\u5f0f\u7d39\u4ecb\u306b\u3088\u308b\u3068 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro <\/a>\u306f\u7d75\u3092\u7406\u89e3\u3057\u3001\u7d75\u306e\u4e2d\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3057\u3066\u7406\u89e3\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u540c\u6642\u306b\u7d75\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u6280\u8853\u5831\u544a\u66f8\u3067\u306f\u3001\u540c\u30bf\u30a4\u30d7\u3067\u540c\u7a0b\u5ea6\u306e\u4ed6\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001Janus-Pro-7B\u306eGenEval\u304a\u3088\u3073DPG-Bench\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3067\u306e\u30b9\u30b3\u30a2\u304c\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a00\u53ca\u3055\u308c\u3066\u3044\u308b\u3002<strong> SD3-Medium\u3084DALL-E 3\u306a\u3069\u306e\u4ed6\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u308b\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>\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u3082\u4f8b\u3092\u6319\u3052\u3066\u3044\u308b\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>\u307e\u305f\u3001X\u3067\u306f\u591a\u304f\u306e\u30cd\u30c3\u30c8\u30e6\u30fc\u30b6\u30fc\u304c\u65b0\u6a5f\u80fd\u3092\u8a66\u3057\u3066\u3044\u308b\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>\u3057\u304b\u3057\u3001\u6642\u6298\u30af\u30e9\u30c3\u30b7\u30e5\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30da\u30fc\u30d1\u30fc\u3092\u53c2\u7167\u3059\u308b\u3002 <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af<\/a>\u305d\u306e\u7d50\u679c\u3001Janus Pro\u306f3\u30f6\u6708\u524d\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fJanus\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u6700\u9069\u5316\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30ea\u30fc\u30ba\u306e\u4e2d\u6838\u3068\u306a\u308b\u6280\u8853\u9769\u65b0\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<strong> \u8996\u899a\u7406\u89e3\u30bf\u30b9\u30af\u3068\u8996\u899a\u751f\u6210\u30bf\u30b9\u30af\u3092\u5207\u308a\u96e2\u3057\u30012\u3064\u306e\u30bf\u30b9\u30af\u306e\u52b9\u679c\u3092\u30d0\u30e9\u30f3\u30b9\u3055\u305b\u308b\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>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u7406\u89e3\u3068\u751f\u6210\u3092\u540c\u6642\u306b\u884c\u3046\u30e2\u30c7\u30eb\u3082\u73cd\u3057\u304f\u306a\u3044\u3002\u4eca\u56de\u306e\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306eD-DiT\u3068TokenFlow-XL\u306f\u3001\u3069\u3061\u3089\u3082\u3053\u306e\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u30e4\u30cc\u30b9\u306b\u7279\u5fb4\u7684\u306a\u306e\u306f\u3001\u6b21\u306e\u70b9\u3067\u3042\u308b\u3002<strong> 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class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u30e4\u30cc\u30b9\u306e\u975e\u7d50\u5408\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30e2\u30c7\u30eb\u304c\u305d\u308c\u81ea\u4f53\u3067\u7406\u89e3\u3068\u751f\u6210\u306e\u30bf\u30b9\u30af\u3092\u30d0\u30e9\u30f3\u30b9\u3055\u305b\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u516c\u5f0f\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u306e\u7d50\u679c\u306b\u3088\u308b\u3068\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3067\u3042\u308d\u3046\u3068\u753b\u50cf\u751f\u6210\u3067\u3042\u308d\u3046\u3068\u3001Janus-Pro-7B\u306f\u8907\u6570\u306e\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3067\u597d\u6210\u7e3e\u3092\u53ce\u3081\u3066\u3044\u308b\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>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u7406\u89e3\u306e\u305f\u3081\u306b\u3001<\/strong> Janus-Pro-7B\u306f\u30017\u3064\u306e\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3046\u30614\u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30671\u4f4d\u3092\u7372\u5f97\u3057\u3001\u6b8b\u308a\u306e3\u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30822\u4f4d\u3092\u7372\u5f97\u3057\u305f\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>\u753b\u50cf\u751f\u6210\u306e\u305f\u3081\u3001<\/strong> Janus-Pro-7B\u306f\u3001GenEval\u3068DPG-Bench\u306e\u4e21\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u7dcf\u5408\u30b9\u30b3\u30a21\u4f4d\u3092\u7372\u5f97\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u52b9\u679c\u306f\u3001\u4e3b\u306b\u30e4\u30cc\u30b9\u30fb\u30b7\u30ea\u30fc\u30ba\u304c\u7570\u306a\u308b\u30bf\u30b9\u30af\u306b2\u3064\u306e\u8996\u899a\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u3088\u308b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u7406\u89e3\u3059\u308b\uff1a<\/strong> \u753b\u50cf\u7406\u89e3\u30bf\u30b9\u30af\uff08\u753b\u50cf\u306e\u8cea\u554f\u3068\u56de\u7b54\u3001\u8996\u899a\u7684\u5206\u985e\u306a\u3069\uff09\u306e\u305f\u3081\u306b\u3001\u753b\u50cf\u306e\u610f\u5473\u7684\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6\u30fb\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff1a<\/strong> \u306f\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3078\u306e\u751f\u6210\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001\u753b\u50cf\u3092\u96e2\u6563\u8868\u73fe\u306b\u5909\u63db\u3059\u308b\uff08\u4f8b\u3048\u3070\u3001VQ\u30a8\u30f3\u30b3\u30fc\u30c0\u3092\u4f7f\u7528\u3059\u308b\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u3001<strong> \u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5404\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u6027\u80fd\u3092\u72ec\u7acb\u3057\u3066\u6700\u9069\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u751f\u6210\u30bf\u30b9\u30af\u304c\u305d\u308c\u305e\u308c\u6700\u9ad8\u306e\u6027\u80fd\u3092\u767a\u63ee\u3067\u304d\u308b\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>\u3053\u306e\u975e\u9023\u7d50\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001Janus-Pro\u3068\u30e4\u30cc\u30b9\u306b\u5171\u901a\u3059\u308b\u3082\u306e\u3060\u3002\u3067\u306f\u3001Janus-Pro\u306f\u3053\u306e\u6570\u30ab\u6708\u3067\u3069\u306e\u3088\u3046\u306a\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7e70\u308a\u8fd4\u3057\u3066\u304d\u305f\u306e\u3060\u308d\u3046\u304b\uff1f<\/strong><\/p>\n\n\n\n<p>\u8a55\u4fa1\u30bb\u30c3\u30c8\u306e\u7d50\u679c\u304b\u3089\u308f\u304b\u308b\u3088\u3046\u306b\u3001\u4eca\u56de\u30ea\u30ea\u30fc\u30b9\u3057\u305fJanus-Pro-1B\u306f\u3001\u5f93\u6765\u306eJanus\u3068\u6bd4\u8f03\u3057\u3066\u3001\u7570\u306a\u308b\u8a55\u4fa1\u30bb\u30c3\u30c8\u306e\u30b9\u30b3\u30a2\u304c\u7d0410%\u304b\u308920%\u5411\u4e0a\u3057\u3066\u3044\u308b\u3002Janus-Pro-7B\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u62e1\u5f35\u3057\u305f\u5f8c\u306eJanus\u3068\u6bd4\u8f03\u3057\u3066\u3001\u7d0445%\u3068\u6700\u3082\u5411\u4e0a\u3057\u3066\u3044\u308b\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>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6280\u8853\u5831\u544a\u66f8\u306b\u3088\u308b\u3068\u3001Janus-Pro\u306e\u73fe\u5728\u306e\u30ea\u30ea\u30fc\u30b9\u306f\u3001\u4ee5\u524d\u306eJanus\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30b3\u30a2\u3068\u306a\u308b\u975e\u7d50\u5408\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306e\u8a2d\u8a08\u3092\u7dad\u6301\u3057\u3001\u3055\u3089\u306b\u4ee5\u4e0b\u306e\u70b9\u3092\u53cd\u5fa9\u3057\u3066\u3044\u308b\u3002<strong> \u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\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>\u307e\u305a\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u898b\u3066\u307f\u3088\u3046\u3002<\/strong>.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30e4\u30cc\u30b9\u306e\u6700\u521d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f1.3B\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3057\u304b\u6301\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u304c\u3001\u73fe\u5728\u306ePro\u306e\u30ea\u30ea\u30fc\u30b9\u306b\u306f1B\u30687B\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6301\u3064\u30e2\u30c7\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e2\u3064\u306e\u30b5\u30a4\u30ba\u306f\u3001Janus\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u53cd\u6620\u3057\u3066\u3044\u308b\u3002\u6700\u3082\u8efd\u91cf\u306a1B\u30e2\u30c7\u30eb\u306f\u3001WebGPU\u3092\u4f7f\u7528\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u30fc\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u3001\u3059\u3067\u306b\u5916\u90e8\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u3063\u3066\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\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>\u3082\u3042\u308b\u3002 <\/strong><strong>\u305d\u306e<\/strong><strong> \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Janus Pro\u306f\u3001\u30e4\u30cc\u30b9\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30d5\u30a7\u30fc\u30ba\u306e\u533a\u5206\u306b\u5f93\u3063\u3066\u3001\u5168\u90e8\u30673\u3064\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30d5\u30a7\u30fc\u30ba\u304c\u3042\u308a\u3001\u672c\u7a3f\u3067\u306f\u76f4\u63a5\u3001\u30b9\u30c6\u30fc\u30b8I\u3001\u30b9\u30c6\u30fc\u30b8II\u3001\u30b9\u30c6\u30fc\u30b8III\u306b\u5206\u3051\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>Janus-Pro\u3067\u306f\u3001\u5404\u30d5\u30a7\u30fc\u30ba\u306e\u57fa\u672c\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8003\u3048\u65b9\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u76ee\u7684\u306f\u305d\u306e\u307e\u307e\u306b\u30013\u3064\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u304a\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u671f\u9593\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u6539\u5584\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306f\u30013\u3064\u306e\u6bb5\u968e\u306b\u304a\u3051\u308b\u5177\u4f53\u7684\u306a\u6539\u5584\u70b9\u3067\u3042\u308b\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>\u30b9\u30c6\u30fc\u30b8I - \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u304c\u9577\u3044<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Janus\u3068\u6bd4\u8f03\u3057\u3066\u3001Janus-Pro\u306fStage I\u306e\u5b66\u7fd2\u6642\u9593\u3001\u7279\u306b\u8996\u899a\u90e8\u5206\u306e\u30a2\u30c0\u30d7\u30bf\u3068\u753b\u50cf\u30d8\u30c3\u30c9\u306e\u5b66\u7fd2\u6642\u9593\u3092\u5ef6\u9577\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u8996\u899a\u7684\u7279\u5fb4\u306e\u5b66\u7fd2\u306b\u591a\u304f\u306e\u5b66\u7fd2\u6642\u9593\u304c\u4e0e\u3048\u3089\u308c\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u30e2\u30c7\u30eb\u304c\u753b\u50cf\u306e\u8a73\u7d30\u306a\u7279\u5fb4\uff08\u753b\u7d20\u304b\u3089\u610f\u5473\u3078\u306e\u30de\u30c3\u30d4\u30f3\u30b0\u306a\u3069\uff09\u3092\u5b8c\u5168\u306b\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u62e1\u5f35\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u8996\u899a\u90e8\u5206\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u4ed6\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3088\u3063\u3066\u59a8\u3052\u3089\u308c\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\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>\u30b9\u30c6\u30fc\u30b8 II - ImageNet\u30c7\u30fc\u30bf\u306e\u524a\u9664\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u30b9\u30c6\u30fc\u30b8II\u3067\u306f\u3001Janus\u306f\u4e8b\u524d\u306bPixArt\u3092\u53c2\u7167\u3057\u30012\u3064\u306e\u30d1\u30fc\u30c8\u306b\u5206\u3051\u3066\u5b66\u7fd2\u3057\u305f\u3002\u6700\u521d\u306e\u30d1\u30fc\u30c8\u306f\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u306eImageNet\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u3057\u30012\u756a\u76ee\u306e\u30d1\u30fc\u30c8\u306f\u901a\u5e38\u306e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3078\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u3057\u305f\u3002\u30b9\u30c6\u30fc\u30b8II\u306e\u7d043\u5206\u306e2\u306e\u6642\u9593\u306f\u3001\u6700\u521d\u306e\u90e8\u5206\u306e\u5b66\u7fd2\u306b\u8cbb\u3084\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<p>Janus-Pro\u306fStage II\u3067ImageNet\u306e\u5b66\u7fd2\u3092\u524a\u9664\u3059\u308b\u3002\u3053\u306e\u8a2d\u8a08\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306fStage II\u306e\u5b66\u7fd2\u4e2d\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3078\u306e\u30c7\u30fc\u30bf\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u5b9f\u9a13\u7d50\u679c\u306b\u3088\u308b\u3068\u3001\u3053\u308c\u306b\u3088\u308a\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3078\u306e\u30c7\u30fc\u30bf\u306e\u5229\u7528\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u65b9\u6cd5\u8a2d\u8a08\u306e\u8abf\u6574\u306b\u52a0\u3048\u3001\u30b9\u30c6\u30fc\u30b8II\u3067\u4f7f\u7528\u3055\u308c\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u5358\u4e00\u306e\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u306b\u9650\u5b9a\u3055\u308c\u306a\u304f\u306a\u308a\u3001\u5171\u540c\u5b66\u7fd2\u306e\u305f\u3081\u306b\u3001\u753b\u50cf\u8a18\u8ff0\u3084\u5bfe\u8a71\u306a\u3069\u3001\u3088\u308a\u591a\u304f\u306e\u4ed6\u306e\u30bf\u30a4\u30d7\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u3082\u542b\u307e\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\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>\u30b9\u30c6\u30fc\u30b8III - \u30c7\u30fc\u30bf\u6bd4\u7387\u306e\u6700\u9069\u5316<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u30b9\u30c6\u30fc\u30b8III\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001Janus-Pro\u306f\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u6bd4\u7387\u3092\u8abf\u6574\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u3001Janus\u304cStage III\u3067\u4f7f\u7528\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30c7\u30fc\u30bf\u3001\u30d7\u30ec\u30fc\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3001\u30c6\u30ad\u30b9\u30c8\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u6bd4\u7387\u306f7:3:10\u3067\u3042\u3063\u305f\u3002Janus-Pro\u3067\u306f\u3001\u5f8c\u80052\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u306e\u6bd4\u7387\u3092\u6e1b\u3089\u3057\u30013\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u306e\u6bd4\u7387\u30925\uff1a1\uff1a4\u306b\u8abf\u6574\u3057\u305f\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>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u898b\u3066\u307f\u3088\u3046\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4eca\u56de\u306eJanus-Pro\u306f\u30e4\u30cc\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u3001\u9ad8\u54c1\u8cea\u306a\u30d7\u30ec\u30fc\u30e4\u30fc\u306e\u91cf\u3092\u5927\u5e45\u306b\u5897\u52a0\u3055\u305b\u305f\u3002<strong> \u5408\u6210\u30c7\u30fc\u30bf\u3002<\/strong><\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u753b\u50cf\u751f\u6210\u306e\u305f\u3081\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u591a\u69d8\u6027\u3092\u62e1\u5927\u3059\u308b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_multimodal_understanding_data\"><\/span><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30c7\u30fc\u30bf\u306e\u62e1\u5145\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Janus-Pro\u306f\u3001\u5b66\u7fd2\u6642\u306bDeepSeek-VL2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53c2\u7167\u3057\u3001\u753b\u50cf\u8a18\u8ff0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u8868\u3084\u30b0\u30e9\u30d5\u3001\u6587\u66f8\u306a\u3069\u306e\u8907\u96d1\u306a\u30b7\u30fc\u30f3\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3082\u542b\u3081\u3001\u7d049000\u4e07\u70b9\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u6559\u5e2b\u3042\u308a\u306e\u5fae\u8abf\u6574\u6bb5\u968e\uff08\u30b9\u30c6\u30fc\u30b8III\uff09\u3067\u306f\u3001MEME\u7406\u89e3\u3068\u5bfe\u8a71\uff08\u4e2d\u56fd\u8a9e\u5bfe\u8a71\u3092\u542b\u3080\uff09\u306e\u7d4c\u9a13\u5411\u4e0a\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8ffd\u52a0\u3057\u7d9a\u3051\u308b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expansion_of_visual_generation_data\"><\/span><strong>\u30d3\u30b8\u30e5\u30a2\u30eb\u751f\u6210\u30c7\u30fc\u30bf\u306e\u62e1\u5f35\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5143\u306e\u5b9f\u4e16\u754c\u30c7\u30fc\u30bf\u306f\u54c1\u8cea\u304c\u60aa\u304f\u3001\u30ce\u30a4\u30ba\u30ec\u30d9\u30eb\u3082\u9ad8\u304b\u3063\u305f\u305f\u3081\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3078\u306e\u5909\u63db\u30bf\u30b9\u30af\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3001\u753b\u50cf\u306e\u7f8e\u7684\u54c1\u8cea\u3082\u4e0d\u5341\u5206\u3060\u3063\u305f\u3002<\/p>\n\n\n\n<p>Janus-Pro\u3067\u306f\u3001\u65b0\u305f\u306b\u7d047,200\u4e07\u4ef6\u306e\u9ad8\u7f8e\u7684\u5408\u6210\u30c7\u30fc\u30bf\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6bb5\u968e\u306b\u8ffd\u52a0\u3057\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6bb5\u968e\u306b\u304a\u3051\u308b\u5b9f\u30c7\u30fc\u30bf\u3068\u5408\u6210\u30c7\u30fc\u30bf\u306e\u6bd4\u7387\u30921:1\u306b\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5408\u6210\u30c7\u30fc\u30bf\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3059\u3079\u3066\u516c\u958b\u30ea\u30bd\u30fc\u30b9\u304b\u3089\u53d6\u5f97\u3057\u305f\u3002\u5b9f\u9a13\u306b\u3088\u308b\u3068\u3001\u3053\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u53ce\u675f\u304c\u901f\u304f\u306a\u308a\u3001\u751f\u6210\u3055\u308c\u305f\u753b\u50cf\u306f\u5b89\u5b9a\u6027\u3068\u8996\u899a\u7684\u306a\u7f8e\u3057\u3055\u304c\u660e\u3089\u304b\u306b\u5411\u4e0a\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_continuation_of_an_efficiency_revolution\"><\/span>\u52b9\u7387\u9769\u547d\u306e\u7d99\u7d9a\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001\u4eca\u56de\u306e\u30ea\u30ea\u30fc\u30b9\u3067DeepSeek\u306f\u30d3\u30b8\u30e5\u30a2\u30eb\u30e2\u30c7\u30eb\u306b\u52b9\u7387\u5316\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5358\u4e00\u306e\u6a5f\u80fd\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u8996\u899a\u30e2\u30c7\u30eb\u3084\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u6709\u5229\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001Janus-Pro\u306f\u753b\u50cf\u751f\u6210\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u3044\u30462\u3064\u306e\u4e3b\u8981\u30bf\u30b9\u30af\u306e\u52b9\u679c\u3092\u540c\u3058\u30e2\u30c7\u30eb\u3067\u30d0\u30e9\u30f3\u30b9\u3055\u305b\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5c0f\u3055\u3044\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u8a55\u4fa1\u3067\u306fOpenAI DALL-E 3\u3068SD3-Medium\u3092\u4e0a\u56de\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u5730\u4e0a\u307e\u3067\u62e1\u5f35\u3055\u308c\u3001\u4f01\u696d\u306f\u753b\u50cf\u751f\u6210\u3068\u7406\u89e3\u306e2\u3064\u306e\u6a5f\u80fd\u3092\u76f4\u63a5\u5b9f\u88c5\u3059\u308b\u30e2\u30c7\u30eb\u3092\u914d\u7f6e\u3059\u308b\u3060\u3051\u3067\u3088\u3044\u3002\u308f\u305a\u304b7B\u306e\u30b5\u30a4\u30ba\u3068\u76f8\u307e\u3063\u3066\u3001\u5c55\u958b\u306e\u96e3\u6613\u5ea6\u3068\u30b3\u30b9\u30c8\u306f\u306f\u308b\u304b\u306b\u4f4e\u3044\u3002<\/p>\n\n\n\n<p>R1\u3068V3\u306e\u30ea\u30ea\u30fc\u30b9\u306b\u95a2\u9023\u3057\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306f\u6b21\u306e\u3088\u3046\u306a\u65e2\u5b58\u306e\u30b2\u30fc\u30e0\u30eb\u30fc\u30eb\u306b\u6311\u6226\u3057\u3066\u3044\u308b\u3002<strong> \"\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306e\u9769\u65b0\u3001\u8efd\u91cf\u30e2\u30c7\u30eb\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3001\u8d85\u4f4e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\"<\/strong>.\u3053\u308c\u304c\u6b27\u7c73\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u5927\u624b\u3084\u30a6\u30a9\u30fc\u30eb\u8857\u306e\u30d1\u30cb\u30c3\u30af\u306e\u7406\u7531\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u6570\u65e5\u524d\u304b\u3089\u4e16\u8ad6\u306b\u632f\u308a\u56de\u3055\u308c\u3066\u3044\u305f\u30b5\u30e0\u30fb\u30a2\u30eb\u30c8\u30de\u30f3\u304c\u3001\u3064\u3044\u306bX\u306e\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306b\u95a2\u3059\u308b\u60c5\u5831\u306b\u80af\u5b9a\u7684\u306a\u53cd\u5fdc\u3092\u793a\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1051\" height=\"1280\" 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