{"id":847,"date":"2025-02-04T16:27:27","date_gmt":"2025-02-04T16:27:27","guid":{"rendered":"https:\/\/janusai.pro\/?p=847"},"modified":"2025-02-04T16:27:28","modified_gmt":"2025-02-04T16:27:28","slug":"how-good-is-deepseeks-janus-pro","status":"publish","type":"post","link":"https:\/\/janusai.pro\/ja\/how-good-is-deepseeks-janus-pro\/","title":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306eJanus-Pro\u306e\u5b9f\u529b\u306f\uff1f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u6625\u7bc0\u306e\u524d\u591c\u3001DeepSeek-R1\u30e2\u30c7\u30eb\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u3002\u7d14\u7c8b\u306aRL\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u3092\u63a1\u7528\u3057\u3001CoT\u306e\u5049\u5927\u306a\u9769\u65b0\u304b\u3089\u5b66\u3093\u3060\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4ee5\u4e0b\u3092\u51cc\u99d5\u3059\u308b\u3002 <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30c1\u30e3\u30c3\u30c8GPT<\/a> \u6570\u5b66\u3001\u30b3\u30fc\u30c9\u3001\u8ad6\u7406\u7684\u63a8\u8ad6\u306b\u304a\u3044\u3066\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3001\u4f4e\u3044\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3001\u5b89\u4fa1\u306aAPI\u4fa1\u683c\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u3092\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u3067\u30d2\u30c3\u30c8\u3055\u305b\u3001\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u3068ASML\u306e\u682a\u4fa1\u3092\u4e00\u6642\u6025\u843d\u3055\u305b\u305f\u307b\u3069\u3060\u3002<\/p>\n\n\n\n<p>\u7206\u767a\u7684\u306a\u4eba\u6c17\u3092\u535a\u3059\u4e00\u65b9\u3067\u3001DeepSeek\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5927\u578b\u30e2\u30c7\u30ebJanus\uff08\u30e4\u30cc\u30b9\uff09\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u3067\u3042\u308bJanus-Pro\u3082\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u304a\u308a\u3001\u524d\u4e16\u4ee3\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30fb\u751f\u6210\u306e\u7d71\u4e00\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u7d99\u627f\u3057\u3064\u3064\u3001\u5b66\u7fd2\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u62e1\u5f35\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5f37\u529b\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"427\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02.png\" alt=\"\" class=\"wp-image-850\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-300x119.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-1024x405.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-768x304.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-18x7.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=\"522\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481.png\" alt=\"\" class=\"wp-image-854\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-300x145.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-1024x495.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-768x371.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/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\/how-good-is-deepseeks-janus-pro\/#Janus-Pro\" >Janus-Pro<\/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\/how-good-is-deepseeks-janus-pro\/#Model_architecture\" >\u30e2\u30c7\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/ja\/how-good-is-deepseeks-janus-pro\/#Training_strategy\" >\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/ja\/how-good-is-deepseeks-janus-pro\/#Training_data_scaling\" >\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/ja\/how-good-is-deepseeks-janus-pro\/#Model_scaling\" >\u30e2\u30c7\u30eb\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/ja\/how-good-is-deepseeks-janus-pro\/#Model_evaluation\" >\u30e2\u30c7\u30eb\u8a55\u4fa1<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Janus-Pro\"><\/span>Janus-Pro<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro<\/a> \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08MLLM\uff09\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30bf\u30b9\u30af\u3068\u751f\u6210\u30bf\u30b9\u30af\u3092\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u751f\u6210\u306e\u305f\u3081\u306e\u8996\u899a\u7684\u30a8\u30f3\u30b3\u30fc\u30c0\u3092\u5207\u308a\u96e2\u3057\uff08\u3064\u307e\u308a\u3001\u753b\u50cf\u7406\u89e3\u306e\u5165\u529b\u3068\u753b\u50cf\u751f\u6210\u306e\u5165\u529b\u3068\u51fa\u529b\u306b\u7570\u306a\u308b\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u3092\u4f7f\u7528\uff09\u3001\u7d71\u4e00\u3055\u308c\u305f\u81ea\u5df1\u56de\u5e30\u5909\u63db\u5668\u3092\u4f7f\u7528\u3057\u3066\u51e6\u7406\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u5148\u9032\u7684\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30fb\u751f\u6210\u30e2\u30c7\u30eb\u3068\u3057\u3066\u3001\u5f93\u6765\u306e\u30e4\u30cc\u30b9\u30fb\u30e2\u30c7\u30eb\u306e\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u7248\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30ed\u30fc\u30de\u795e\u8a71\u3067\u306f\u3001\u30e4\u30cc\u30b9\uff08Janus\uff09\u306f\u77db\u76fe\u3068\u5909\u9077\u3092\u8c61\u5fb4\u3059\u308b2\u3064\u306e\u9854\u3092\u6301\u3064\u5b88\u8b77\u795e\u3067\u3042\u308b\u3002\u5f7c\u306f2\u3064\u306e\u9854\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u30e4\u30cc\u30b9\u30e2\u30c7\u30eb\u304c\u30a4\u30e1\u30fc\u30b8\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3067\u304d\u308b\u3053\u3068\u3082\u793a\u5506\u3057\u3066\u304a\u308a\u3001\u975e\u5e38\u306b\u9069\u5207\u3067\u3042\u308b\u3002\u3067\u306f\u3001PRO\u306f\u5177\u4f53\u7684\u306b\u4f55\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3057\u305f\u306e\u304b\uff1f<\/p>\n\n\n\n<p>Janus\u306f1.3B\u306e\u5c0f\u578b\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u6b63\u5f0f\u7248\u3068\u3044\u3046\u3088\u308a\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\u7248\u306b\u8fd1\u3044\u3002\u7d71\u4e00\u7684\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u751f\u6210\u3092\u63a2\u6c42\u3057\u3066\u3044\u308b\u304c\u3001\u4e0d\u5b89\u5b9a\u306a\u753b\u50cf\u751f\u6210\u52b9\u679c\u3001\u30e6\u30fc\u30b6\u30fc\u6307\u793a\u3068\u306e\u5927\u304d\u306a\u4e56\u96e2\u3001\u4e0d\u5341\u5206\u306a\u7d30\u90e8\u306a\u3069\u591a\u304f\u306e\u554f\u984c\u3092\u62b1\u3048\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>Pro\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5897\u3084\u3057\u30011B\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\uff087B\uff09\u304b\u3089\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_architecture\"><\/span>\u30e2\u30c7\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30b8\u30e3\u30a6\u30b9\u30fb\u30d7\u30ed\u3068\u30e4\u30cc\u30b9<\/a> \u306f\u30e2\u30c7\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u70b9\u3067\u540c\u4e00\u3067\u3042\u308b\u3002(\u305f\u3063\u305f1.3\u5104\u30c9\u30eb\uff01\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u7406\u89e3\u3068\u751f\u6210\u3092\u53ef\u80fd\u306b\u3059\u308b\u30e4\u30cc\u30b9\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"571\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006.png\" alt=\"\" class=\"wp-image-851\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-300x159.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-1024x541.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-768x406.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-18x10.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u6838\u3068\u306a\u308b\u8a2d\u8a08\u539f\u7406\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u7406\u89e3\u3068\u751f\u6210\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u8996\u899a\u7684\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u5207\u308a\u96e2\u3059\u3053\u3068\u3067\u3042\u308b\u3002Janus-Pro\u306f\u5143\u306e\u753b\u50cf\/\u30c6\u30ad\u30b9\u30c8\u5165\u529b\u3092\u5225\u3005\u306b\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001\u9ad8\u6b21\u5143\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u7d71\u4e00\u3055\u308c\u305f\u81ea\u5df1\u56de\u5e30\u5909\u63db\u5668\u3092\u901a\u3057\u3066\u51e6\u7406\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u753b\u50cf\u7406\u89e3\u3067\u306f\u3001SigLIP\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u306e\u7279\u5fb4\u3092\u7b26\u53f7\u5316\u3057\uff08\u4e0a\u56f3\u306e\u9752\u8272\u306e\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff09\u3001\u751f\u6210\u30bf\u30b9\u30af\u3067\u306fVQ\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u3092\u96e2\u6563\u5316\u3059\u308b\uff08\u4e0a\u56f3\u306e\u9ec4\u8272\u306e\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff09\u3002\u6700\u5f8c\u306b\u3001\u3059\u3079\u3066\u306e\u7279\u5fb4\u5217\u306fLLM\u306b\u5165\u529b\u3055\u308c\u3001\u51e6\u7406\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_strategy\"><\/span>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u306b\u95a2\u3057\u3066\u306f\u3001Janus-Pro\u306f\u3055\u3089\u306b\u6539\u826f\u3092\u52a0\u3048\u3066\u3044\u308b\u3002\u65e7\u30d0\u30fc\u30b8\u30e7\u30f3\u306eJanus\u306f3\u6bb5\u968e\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u30b9\u30c6\u30fc\u30b8I\u3067\u306f\u753b\u50cf\u7406\u89e3\u3068\u753b\u50cf\u751f\u6210\u306e\u305f\u3081\u306b\u5165\u529b\u30a2\u30c0\u30d7\u30bf\u30fc\u3068\u753b\u50cf\u751f\u6210\u30d8\u30c3\u30c9\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30b9\u30c6\u30fc\u30b8II\u3067\u306f\u7d71\u4e00\u7684\u306a\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u3001\u30b9\u30c6\u30fc\u30b8III\u3067\u306f\u3053\u308c\u306b\u57fa\u3065\u3044\u3066\u7406\u89e3\u30a8\u30f3\u30b3\u30fc\u30c0\u3092\u5fae\u8abf\u6574\u3059\u308b\u3002(\u30e4\u30cc\u30b9\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3092\u4e0b\u56f3\u306b\u793a\u3059\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"381\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a.png\" alt=\"\" class=\"wp-image-849\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-300x106.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-1024x361.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-768x271.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-18x6.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u3053\u306e\u6226\u7565\u3067\u306f\u3001PixArt\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30c6\u30fc\u30b8II\u3067\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3078\u306e\u751f\u6210\u306e\u5b66\u7fd2\u3092\u5206\u5272\u3059\u308b\u305f\u3081\u3001\u8a08\u7b97\u52b9\u7387\u304c\u4f4e\u304f\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u30b9\u30c6\u30fc\u30b8I\u306e\u5b66\u7fd2\u6642\u9593\u3092\u5ef6\u9577\u3057\u3001ImageNet\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u5b66\u7fd2\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u56fa\u5b9aLLM\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u52b9\u679c\u7684\u306b\u753b\u7d20\u4f9d\u5b58\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002StageII\u3067\u306f\u3001ImageNet\u306e\u30c7\u30fc\u30bf\u3092\u7834\u68c4\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u306e\u30da\u30a2\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u5b66\u7fd2\u306b\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u305f\u3002\u307e\u305f\u3001\u30b9\u30c6\u30fc\u30b8III\u3067\u306f\u30c7\u30fc\u30bf\u6bd4\u7387\u3092\u8abf\u6574\u3057\uff08\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\uff1a\u30c6\u30ad\u30b9\u30c8\u306e\u307f\uff1a\u8996\u899a\u7684\u610f\u5473\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30927\uff1a3\uff1a10\u304b\u30895\uff1a1\uff1a4\u306b\uff09\u3001\u8996\u899a\u7684\u751f\u6210\u80fd\u529b\u3092\u7dad\u6301\u3057\u3064\u3064\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3092\u5411\u4e0a\u3055\u305b\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_data_scaling\"><\/span>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus-Pro\u306f\u307e\u305f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u30d3\u30b8\u30e5\u30a2\u30eb\u751f\u6210\u3068\u3044\u3046\u70b9\u3067\u3001\u30e4\u30cc\u30b9\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\uff1a\u30b9\u30c6\u30fc\u30b8II\u306e\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306fDeepSeek-VL2\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u753b\u50cf\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\uff08YFCC\u306a\u3069\uff09\u3001\u8868\u3001\u30b0\u30e9\u30d5\u3001\u6587\u66f8\u7406\u89e3\u30c7\u30fc\u30bf\uff08Docmatix\u306a\u3069\uff09\u3092\u542b\u3080\u7d049000\u4e07\u306e\u65b0\u3057\u3044\u30b5\u30f3\u30d7\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u30b9\u30c6\u30fc\u30b8III\u306e\u6559\u5e2b\u3042\u308a\u5fae\u8abf\u6574\u30b9\u30c6\u30fc\u30b8\u3067\u306f\u3001\u3055\u3089\u306bMEME\u7406\u89e3\u3001\u4e2d\u56fd\u8a9e\u5bfe\u8a71\u30c7\u30fc\u30bf\u306a\u3069\u3092\u5c0e\u5165\u3057\u3001\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u51e6\u7406\u3068\u5bfe\u8a71\u80fd\u529b\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<p>\u30d3\u30b8\u30e5\u30a2\u30eb\u751f\u6210\uff1a\u4ee5\u524d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306f\u3001\u4f4e\u54c1\u8cea\u3067\u30ce\u30a4\u30ba\u306e\u591a\u3044\u5b9f\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u753b\u50cf\u306e\u5b89\u5b9a\u6027\u3068\u7f8e\u89b3\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u305f\u3002<\/p>\n\n\n\n<p>Janus-Pro\u306f\u7d047200\u4e07\u4ef6\u306e\u5408\u6210\u7f8e\u7684\u30c7\u30fc\u30bf\u3092\u5c0e\u5165\u3057\u3001\u5b9f\u30c7\u30fc\u30bf\u3068\u5408\u6210\u30c7\u30fc\u30bf\u306e\u6bd4\u7387\u30921:1\u306b\u3057\u305f\u3002\u5b9f\u9a13\u306b\u3088\u308b\u3068\u3001\u5408\u6210\u30c7\u30fc\u30bf\u306f\u30e2\u30c7\u30eb\u306e\u53ce\u675f\u3092\u65e9\u3081\u3001\u751f\u6210\u3055\u308c\u308b\u753b\u50cf\u306e\u5b89\u5b9a\u6027\u3068\u7f8e\u7684\u54c1\u8cea\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_scaling\"><\/span>\u30e2\u30c7\u30eb\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus Pro\u306f\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u30927B\u307e\u3067\u62e1\u5f35\u3057\u305f\u304c\u3001Janus\u306e\u524d\u30d0\u30fc\u30b8\u30e7\u30f3\u306f1.5B\u306eDeepSeek-LLM\u3092\u4f7f\u7528\u3057\u3001\u8996\u899a\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u30c7\u30ab\u30c3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3057\u305f\u3002\u5b9f\u9a13\u306b\u3088\u308b\u3068\u3001\u3088\u308a\u5927\u304d\u306aLLM\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u3068\u8996\u899a\u751f\u6210\u306e\u53ce\u675f\u3092\u5927\u5e45\u306b\u52a0\u901f\u3057\u3001\u3053\u306e\u624b\u6cd5\u306e\u5f37\u529b\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u3055\u3089\u306b\u691c\u8a3c\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"352\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b.png\" alt=\"\" class=\"wp-image-848\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b.png 864w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-300x122.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-768x313.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-18x7.png 18w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"536\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba.png\" alt=\"\" class=\"wp-image-852\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-300x149.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-1024x508.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-768x381.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u5b9f\u9a13\u3067\u306f\u3001\u57fa\u672c\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u3057\u3066DeepSeek-LLM\uff081.5B\u30687B\u3001\u6700\u59274096\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\uff09\u3092\u4f7f\u7528\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30bf\u30b9\u30af\u3067\u306f\u3001\u8996\u899a\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u3057\u3066SigLIP-Large-Patch16-384\u3092\u4f7f\u7528\u3057\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u306e\u8f9e\u66f8\u30b5\u30a4\u30ba\u306f16384\u3001\u753b\u50cf\u306e\u30c0\u30a6\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u500d\u7387\u306f16\u3001\u7406\u89e3\u304a\u3088\u3073\u751f\u6210\u30a2\u30c0\u30d7\u30bf\u306f\u3068\u3082\u306b2\u5c64MLP\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>StageII\u306e\u5b66\u7fd2\u306f270K\u306e\u65e9\u671f\u505c\u6b62\u30b9\u30c8\u30e9\u30c6\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3001\u5168\u3066\u306e\u753b\u50cf\u306f384\u00d7384\u306e\u89e3\u50cf\u5ea6\u306b\u5747\u4e00\u306b\u8abf\u6574\u3055\u308c\u3001\u5b66\u7fd2\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u30b7\u30fc\u30b1\u30f3\u30b9\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u4f7f\u7528\u3055\u308c\u308b\u3002Janus-Pro\u306fHAI-LLM\u3092\u7528\u3044\u3066\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3055\u308c\u308b\u30021.5B\/7B\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u305d\u308c\u305e\u308c16\/32\u30ce\u30fc\u30c9\uff08\u30ce\u30fc\u30c9\u3042\u305f\u308a8\u00d7Nvidia A100 40GB\uff09\u30679\/14\u65e5\u9593\u5b66\u7fd2\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_evaluation\"><\/span>\u30e2\u30c7\u30eb\u8a55\u4fa1<span 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