{"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\/ko\/how-good-is-deepseeks-janus-pro\/","title":{"rendered":"\ub525\uc2dc\ud06c\ub9bf\uc758 Janus-Pro\ub294 \uc5bc\ub9c8\ub098 \uc88b\uc740\uac00\uc694?"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\ucd98\uc808 \uc804\ub0a0, \ub525\uc2dc\ud06c-R1 \ubaa8\ub378\uc774 \ucd9c\uc2dc\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc21c\uc218 RL \uc544\ud0a4\ud14d\ucc98\ub97c \ucc44\ud0dd\ud55c \uc774 \uc81c\ud488\uc740 CoT\uc758 \uc704\ub300\ud55c \ud601\uc2e0\uc73c\ub85c\ubd80\ud130 \ubc30\uc6e0\uc73c\uba70, \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ChatGPT<\/a> \uc218\ud559, \ucf54\ub4dc, \ub17c\ub9ac\uc801 \ucd94\ub860\uc5d0 \ub2a5\uc219\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub610\ud55c \uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378 \uac00\uc911\uce58, \uc800\ub834\ud55c \uad50\uc721 \ube44\uc6a9, \uc800\ub834\ud55c API \uac00\uaca9\uc73c\ub85c \uc778\ud574 \ub525\uc2dc\ud06c\ub294 \uc778\ud130\ub137\uc5d0\uc11c \ud070 \uc778\uae30\ub97c \uc5bb\uc5c8\uc73c\uba70, \ud55c\ub3d9\uc548 NVIDIA\uc640 ASML\uc758 \uc8fc\uac00\uac00 \uae09\ub77d\ud558\uae30\ub3c4 \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub525\uc2dc\ud06c\ub294 \ud3ed\ubc1c\uc801\uc778 \uc778\uae30\uc640 \ud568\uaed8 \uc774\uc804 \uc138\ub300 \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574 \ubc0f \uc0dd\uc131\uc758 \ud1b5\ud569 \uc544\ud0a4\ud14d\ucc98\ub97c \uacc4\uc2b9\ud558\uace0 \ud559\uc2b5 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\uc5ec \ud559\uc2b5 \ub370\uc774\ud130\uc640 \ubaa8\ub378 \ud06c\uae30\ub97c \ud655\uc7a5\ud558\uace0 \ub354 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \uba40\ud2f0\ubaa8\ub2ec \ub300\ud615 \ubaa8\ub378 Janus(\uc57c\ub204\uc2a4)\uc758 \uc5c5\ub370\uc774\ud2b8 \ubc84\uc804\uc778 Janus-Pro\ub3c4 \ucd9c\uc2dc\ud588\uc2b5\ub2c8\ub2e4.<\/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_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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\/ko\/how-good-is-deepseeks-janus-pro\/#Janus-Pro\" title=\"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\/ko\/how-good-is-deepseeks-janus-pro\/#Model_architecture\" title=\"\ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\">\ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98<\/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\/ko\/how-good-is-deepseeks-janus-pro\/#Training_strategy\" title=\"\uad50\uc721 \uc804\ub7b5\">\uad50\uc721 \uc804\ub7b5<\/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\/ko\/how-good-is-deepseeks-janus-pro\/#Training_data_scaling\" title=\"\ud559\uc2b5 \ub370\uc774\ud130 \ud655\uc7a5\">\ud559\uc2b5 \ub370\uc774\ud130 \ud655\uc7a5<\/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\/ko\/how-good-is-deepseeks-janus-pro\/#Model_scaling\" title=\"\ubaa8\ub378 \ud655\uc7a5\">\ubaa8\ub378 \ud655\uc7a5<\/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\/ko\/how-good-is-deepseeks-janus-pro\/#Model_evaluation\" title=\"\ubaa8\ub378 \ud3c9\uac00\">\ubaa8\ub378 \ud3c9\uac00<\/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> \uc740 \ub2e4\uc911 \ubaa8\ub4dc \uc774\ud574 \uc791\uc5c5\uacfc \uc0dd\uc131 \uc791\uc5c5\uc744 \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ud1b5\ud569 \ub2e4\uc911 \ubaa8\ub4dc \uc5b8\uc5b4 \ubaa8\ub378(MLLM)\ub85c, \uadf8\ub9bc\uc758 \ub0b4\uc6a9\uc744 \uc774\ud574\ud558\uba74\uc11c \ud14d\uc2a4\ud2b8\ub3c4 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uba40\ud2f0\ubaa8\ub2ec \uc774\ud574\uc640 \uc0dd\uc131\uc744 \uc704\ud574 \uc2dc\uac01 \uc778\ucf54\ub354\ub97c \ubd84\ub9ac\ud558\uace0(\uc989, \uc774\ubbf8\uc9c0 \uc774\ud574\uc758 \uc785\ub825\uacfc \uc774\ubbf8\uc9c0 \uc0dd\uc131\uc758 \uc785\ucd9c\ub825\uc5d0 \uc11c\ub85c \ub2e4\ub978 \ud1a0\ud070\ud654\uae30\ub97c \uc0ac\uc6a9), \ud1b5\ud569 \uc790\ub3d9 \ud68c\uadc0 \ubcc0\ud658\uae30\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uace0\uae09 \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574 \ubc0f \uc0dd\uc131 \ubaa8\ub378\ub85c\uc11c \uc774\uc804 \uc57c\ub204\uc2a4 \ubaa8\ub378\uc758 \uc5c5\uadf8\ub808\uc774\ub4dc \ubc84\uc804\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub85c\ub9c8 \uc2e0\ud654\uc5d0\uc11c \uc57c\ub204\uc2a4(\uc57c\ub204\uc2a4)\ub294 \ubaa8\uc21c\uacfc \ubcc0\ud654\ub97c \uc0c1\uc9d5\ud558\ub294 \ub450 \uc5bc\uad74\uc744 \uac00\uc9c4 \uc218\ud638\uc2e0\uc785\ub2c8\ub2e4. \uadf8\ub294 \ub450 \uc5bc\uad74\uc744 \uac00\uc9c0\uace0 \uc788\ub294\ub370, \uc774\ub294 \uc57c\ub204\uc2a4 \ubaa8\ub378\uc774 \uc774\ubbf8\uc9c0\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc744 \uc554\uc2dc\ud558\ub294 \uac83\uc73c\ub85c \ub9e4\uc6b0 \uc801\uc808\ud569\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uba74 PRO\ub294 \uc815\ud655\ud788 \uc5b4\ub5a4 \uc810\uc774 \uc5c5\uadf8\ub808\uc774\ub4dc\ub418\uc5c8\ub098\uc694?<\/p>\n\n\n\n<p>\uc57c\ub204\uc2a4\ub294 1.3B\uc758 \uc791\uc740 \ubaa8\ub378\ub85c\uc11c \uc815\uc2dd \ubc84\uc804\uc774\ub77c\uae30\ubcf4\ub2e4\ub294 \ud504\ub9ac\ubdf0 \ubc84\uc804\uc5d0 \uac00\uae5d\uc2b5\ub2c8\ub2e4. \ud1b5\ud569\ub41c \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574 \ubc0f \uc0dd\uc131\uc744 \ud0d0\uad6c\ud558\uc9c0\ub9cc \ubd88\uc548\uc815\ud55c \uc774\ubbf8\uc9c0 \uc0dd\uc131 \ud6a8\uacfc, \uc0ac\uc6a9\uc790 \uc9c0\uce68\uacfc\uc758 \ud070 \ud3b8\ucc28, \ubd88\ucda9\ubd84\ud55c \uc138\ubd80 \uc0ac\ud56d \ub4f1 \ub9ce\uc740 \ubb38\uc81c\ub97c \uc548\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud504\ub85c \ubc84\uc804\uc740 \ud559\uc2b5 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\uace0, \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub298\ub9ac\uba70, 1B \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uba74\uc11c \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \ub354 \ud070 \ubaa8\ub378(7B)\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_architecture\"><\/span>\ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98<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\">Jaus-Pro\uc640 \uc57c\ub204\uc2a4<\/a> \ub294 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uce21\uba74\uc5d0\uc11c \ub3d9\uc77c\ud569\ub2c8\ub2e4. (\ub2e8 13\uc5b5! \uc57c\ub204\uc2a4\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574\uc640 \uc0dd\uc131\uc744 \ud1b5\ud569\ud569\ub2c8\ub2e4.)<\/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>\ud575\uc2ec \uc124\uacc4 \uc6d0\uce59\uc740 \uc2dc\uac01\uc801 \uc778\ucf54\ub529\uc744 \ubd84\ub9ac\ud558\uc5ec \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574\uc640 \uc0dd\uc131\uc744 \uc9c0\uc6d0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. Janus-Pro\ub294 \uc6d0\ubcf8 \uc774\ubbf8\uc9c0\/\ud14d\uc2a4\ud2b8 \uc785\ub825\uc744 \uac1c\ubcc4\uc801\uc73c\ub85c \uc778\ucf54\ub529\ud558\uace0 \uace0\ucc28\uc6d0 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud55c \ud6c4 \ud1b5\ud569 \uc790\ub3d9 \ud68c\uadc0 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub97c \ud1b5\ud574 \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uba40\ud2f0\ubaa8\ub2ec \uc774\ubbf8\uc9c0 \uc774\ud574\ub294 SigLIP\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0 \ud2b9\uc9d5\uc744 \uc778\ucf54\ub529\ud558\uace0(\uc704 \uadf8\ub9bc\uc758 \ud30c\ub780\uc0c9 \uc778\ucf54\ub354), \uc0dd\uc131 \uc791\uc5c5\uc740 VQ \ud1a0\ud070\ud654\uae30\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \uc774\uc0b0\ud654\ud569\ub2c8\ub2e4(\uc704 \uadf8\ub9bc\uc758 \ub178\ub780\uc0c9 \uc778\ucf54\ub354). \ub9c8\uc9c0\ub9c9\uc73c\ub85c \ubaa8\ub4e0 \ud2b9\uc9d5 \uc2dc\ud000\uc2a4\ub294 \ucc98\ub9ac\ub97c \uc704\ud574 LLM\uc5d0 \uc785\ub825\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_strategy\"><\/span>\uad50\uc721 \uc804\ub7b5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\ud6c8\ub828 \uc804\ub7b5 \uce21\uba74\uc5d0\uc11c Janus-Pro\ub294 \ub354 \ub9ce\uc740 \uac1c\uc120\uc774 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uc774\uc804 \ubc84\uc804\uc758 \uc57c\ub204\uc2a4\ub294 3\ub2e8\uacc4 \ud6c8\ub828 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud588\ub294\ub370, 1\ub2e8\uacc4\uc5d0\uc11c\ub294 \uc774\ubbf8\uc9c0 \uc774\ud574\uc640 \uc774\ubbf8\uc9c0 \uc0dd\uc131\uc744 \uc704\ud574 \uc785\ub825 \uc5b4\ub311\ud130\uc640 \uc774\ubbf8\uc9c0 \uc0dd\uc131 \ud5e4\ub4dc\ub97c \ud6c8\ub828\ud558\uace0, 2\ub2e8\uacc4\uc5d0\uc11c\ub294 \ud1b5\ud569 \uc0ac\uc804 \ud6c8\ub828\uc744 \uc218\ud589\ud558\uba70, 3\ub2e8\uacc4\uc5d0\uc11c\ub294 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc774\ud574 \uc778\ucf54\ub354\ub97c \ubbf8\uc138 \uc870\uc815\ud558\ub294 \ubc29\uc2dd\uc774\uc5c8\uc2b5\ub2c8\ub2e4. (\uc57c\ub204\uc2a4 \ud2b8\ub808\uc774\ub2dd \uc804\ub7b5\uc740 \uc544\ub798 \uadf8\ub9bc\uc5d0 \ub098\uc640 \uc788\uc2b5\ub2c8\ub2e4.)<\/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>\uadf8\ub7ec\ub098 \uc774 \uc804\ub7b5\uc740 2\ub2e8\uacc4\uc5d0\uc11c \ud14d\uc2a4\ud2b8-\uc774\ubbf8\uc9c0 \uc0dd\uc131 \ud559\uc2b5\uc744 \ubd84\ud560\ud558\ub294 PixArt \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\ubbc0\ub85c \uacc4\uc0b0 \ud6a8\uc728\uc131\uc774 \ub0ae\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub97c \uc704\ud574 1\ub2e8\uacc4\uc758 \ud559\uc2b5 \uc2dc\uac04\uc744 \uc5f0\uc7a5\ud558\uace0 \uc774\ubbf8\uc9c0\ub137 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud55c \ud559\uc2b5\uc744 \ucd94\uac00\ud558\uc5ec \ubaa8\ub378\uc774 \uace0\uc815\ub41c LLM \ud30c\ub77c\ubbf8\ud130\ub85c \ud53d\uc140 \uc885\uc18d\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. 2\ub2e8\uacc4\uc5d0\uc11c\ub294 \uc774\ubbf8\uc9c0\ub137 \ub370\uc774\ud130\ub97c \ubc84\ub9ac\uace0 \ud14d\uc2a4\ud2b8-\uc774\ubbf8\uc9c0 \uc30d \ub370\uc774\ud130\ub97c \uc9c1\uc811 \uc0ac\uc6a9\ud574 \ud6c8\ub828\ud568\uc73c\ub85c\uc368 \ud6c8\ub828 \ud6a8\uc728\uc744 \ub192\uc600\uc2b5\ub2c8\ub2e4. \ub610\ud55c 3\ub2e8\uacc4\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ube44\uc728\uc744 \uc870\uc815\ud558\uc5ec(\uba40\ud2f0\ubaa8\ub2ec:\ud14d\uc2a4\ud2b8 \uc804\uc6a9:\uc2dc\uac01-\uc2dc\ub9e8\ud2f1 \uadf8\ub798\ud504 \ub370\uc774\ud130\ub97c 7:3:10\uc5d0\uc11c 5:1:4\ub85c) \uc2dc\uac01 \uc0dd\uc131 \uae30\ub2a5\uc744 \uc720\uc9c0\ud558\uba74\uc11c \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_data_scaling\"><\/span>\ud559\uc2b5 \ub370\uc774\ud130 \ud655\uc7a5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus-Pro\ub294 \ub610\ud55c \uc57c\ub204\uc2a4\uc758 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574 \ubc0f \uc2dc\uac01\uc801 \uc0dd\uc131 \uce21\uba74\uc5d0\uc11c \ud655\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uba40\ud2f0\ubaa8\ub2ec \uc774\ud574: 2\ub2e8\uacc4 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130\ub294 DeepSeek-VL2\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70 \uc774\ubbf8\uc9c0 \ucea1\uc158 \ub370\uc774\ud130(\uc608: YFCC)\uc640 \ud45c, \ucc28\ud2b8 \ubc0f \ubb38\uc11c \uc774\ud574 \ub370\uc774\ud130(\uc608: Docmatix)\ub97c \ud3ec\ud568\ud55c \uc57d 9\ucc9c\ub9cc \uac1c\uc758 \uc0c8\ub85c\uc6b4 \uc0d8\ud50c\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>3\ub2e8\uacc4 \uac10\ub3c5 \ubbf8\uc138 \uc870\uc815 \ub2e8\uacc4\uc5d0\uc11c\ub294 MEME \uc774\ud574, \uc911\uad6d\uc5b4 \ub300\ud654 \ub370\uc774\ud130 \ub4f1\uc744 \ucd94\uac00\ub85c \ub3c4\uc785\ud558\uc5ec \ubaa8\ub378\uc758 \ub2e4\uc911 \uc791\uc5c5 \ucc98\ub9ac \ubc0f \ub300\ud654 \uae30\ub2a5 \uc131\ub2a5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc2dc\uac01\uc801 \uc0dd\uc131: \uc774\uc804 \ubc84\uc804\uc5d0\uc11c\ub294 \ud488\uc9c8\uc774 \ub0ae\uace0 \ub178\uc774\uc988\uac00 \ub9ce\uc740 \uc2e4\uc81c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud588\uae30 \ub54c\ubb38\uc5d0 \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \uc774\ubbf8\uc9c0\uc758 \uc548\uc815\uc131\uacfc \ubbf8\ud559\uc5d0 \uc601\ud5a5\uc744 \ubbf8\ucce4\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>Janus-Pro\ub294 \uc57d 7200\ub9cc \uac1c\uc758 \ud569\uc131 \uc5d0\uc2a4\ud14c\ud2f1 \ub370\uc774\ud130\ub97c \ub3c4\uc785\ud558\uc5ec \uc2e4\uc81c \ub370\uc774\ud130\uc640 \ud569\uc131 \ub370\uc774\ud130\uc758 \ube44\uc728\uc744 1:1\ub85c \ub9de\ucdc4\uc2b5\ub2c8\ub2e4. \uc2e4\ud5d8 \uacb0\uacfc \ud569\uc131 \ub370\uc774\ud130\ub294 \ubaa8\ub378 \uc735\ud569\uc744 \uac00\uc18d\ud654\ud558\uace0 \uc0dd\uc131\ub41c \uc774\ubbf8\uc9c0\uc758 \uc548\uc815\uc131\uacfc \uc2ec\ubbf8\uc801 \ud488\uc9c8\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_scaling\"><\/span>\ubaa8\ub378 \ud655\uc7a5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus Pro\ub294 \ubaa8\ub378 \ud06c\uae30\ub97c 7B\ub85c \ud655\uc7a5\ud55c \ubc18\uba74, \uc774\uc804 \ubc84\uc804\uc758 \uc57c\ub204\uc2a4\ub294 1.5B DeepSeek-LLM\uc744 \uc0ac\uc6a9\ud574 \uc2dc\uac01 \uc778\ucf54\ub529 \ub514\ucee4\ud50c\ub9c1\uc758 \ud6a8\uacfc\ub97c \uac80\uc99d\ud588\uc2b5\ub2c8\ub2e4. \uc2e4\ud5d8 \uacb0\uacfc, LLM\uc774 \ud074\uc218\ub85d \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574\uc640 \uc2dc\uac01 \uc0dd\uc131\uc758 \uc735\ud569 \uc18d\ub3c4\uac00 \ud06c\uac8c \ube68\ub77c\uc838 \uc774 \ubc29\ubc95\uc758 \uac15\ub825\ud55c \ud655\uc7a5\uc131\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/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>\uc774 \uc2e4\ud5d8\uc5d0\uc11c\ub294 \uae30\ubcf8 \uc5b8\uc5b4 \ubaa8\ub378\ub85c DeepSeek-LLM(1.5B \ubc0f 7B, \ucd5c\ub300 4096\uac1c\uc758 \uc2dc\ud000\uc2a4\ub97c \uc9c0\uc6d0)\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\uc911 \ubaa8\ub4dc \uc774\ud574 \uc791\uc5c5\uc5d0\ub294 \uc2dc\uac01 \uc778\ucf54\ub354\ub85c SigLIP-Large-Patch16-384\ub97c \uc0ac\uc6a9\ud558\uace0, \uc778\ucf54\ub354\uc758 \uc0ac\uc804 \ud06c\uae30\ub294 16384, \uc774\ubbf8\uc9c0 \ub2e4\uc6b4\uc0d8\ud50c\ub9c1 \ubc30\uc218\ub294 16, \uc774\ud574 \ubc0f \uc0dd\uc131 \uc5b4\ub311\ud130\ub294 \ubaa8\ub450 2\uacc4\uce35 MLP\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>2\ub2e8\uacc4 \ud6c8\ub828\uc740 270K \uc870\uae30 \uc815\uc9c0 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\uace0, \ubaa8\ub4e0 \uc774\ubbf8\uc9c0\ub97c 384\u00d7384 \ud574\uc0c1\ub3c4\ub85c \uade0\uc77c\ud558\uac8c \uc870\uc815\ud558\uba70, \ud6c8\ub828 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \uc2dc\ud000\uc2a4 \ud328\ud0a4\uc9d5\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. Janus-Pro\ub294 HAI-LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828\ud558\uace0 \ud3c9\uac00\ud569\ub2c8\ub2e4. 1.5B\/7B \ubc84\uc804\uc740 \uac01\uac01 16\/32\uac1c \ub178\ub4dc(\ub178\ub4dc\ub2f9 8\u00d7Nvidia A100 40GB)\uc5d0\uc11c 9\/14\uc77c \ub3d9\uc548 \ud6c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_evaluation\"><\/span>\ubaa8\ub378 \ud3c9\uac00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus-Pro\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc774\ud574\uc640 \uc0dd\uc131\uc5d0\uc11c \ubcc4\ub3c4\ub85c \ud3c9\uac00\ud588\uc2b5\ub2c8\ub2e4. \uc804\ubc18\uc801\uc73c\ub85c \uc774\ud574\ub3c4\ub294 \ub2e4\uc18c \ub5a8\uc5b4\uc9c0\uc9c0\ub9cc \uac19\uc740 \ud06c\uae30\uc758 \uc624\ud508\uc18c\uc2a4 \ubaa8\ub378 \uc911\uc5d0\uc11c\ub294 \uc6b0\uc218\ud55c \uac83\uc73c\ub85c \ud3c9\uac00\ub429\ub2c8\ub2e4(\uace0\uc815\ub41c \uc785\ub825 \ud574\uc0c1\ub3c4\uc640 OCR \uae30\ub2a5\uc758 \ud55c\uacc4\uac00 \ud070 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4).<\/p>\n\n\n\n<p>Janus-Pro-7B\ub294 MMBench \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc5d0\uc11c 79.2\uc810\uc744 \uae30\ub85d\ud558\uc5ec 1\ub2e8\uacc4 \uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378 \uc218\uc900\uc5d0 \uadfc\uc811\ud588\uc2b5\ub2c8\ub2e4(\uac19\uc740 \ud06c\uae30\uc758 InternVL2.5 \ubc0f Qwen2-VL\uc740 82\uc810 \uc815\ub3c4\uc785\ub2c8\ub2e4). \ud558\uc9c0\ub9cc \uc774\uc804 \uc138\ub300\uc758 \uc57c\ub204\uc2a4\uc5d0 \ube44\ud574\uc11c\ub294 \uc0c1\ub2f9\ud788 \uac1c\uc120\ub41c \uc131\ub2a5\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ubbf8\uc9c0 \uc0dd\uc131 \uce21\uba74\uc5d0\uc11c\ub294 \uc774\uc804 \uc138\ub300 \ub300\ube44 \uac1c\uc120\uc774 \ub354\uc6b1 \ub450\ub4dc\ub7ec\uc838 \uc624\ud508\uc18c\uc2a4 \ubaa8\ub378 \uc911\uc5d0\uc11c\ub3c4 \uc6b0\uc218\ud55c \uc218\uc900\uc73c\ub85c \ud3c9\uac00\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. GenEval \ubca4\uce58\ub9c8\ud06c \ud14c\uc2a4\ud2b8\uc5d0\uc11c Janus-Pro\uc758 \uc810\uc218(0.80)\ub294 DALL-E 3(0.67), Stable Diffusion 3 Medium(0.74) \ub4f1\uc758 \ubaa8\ub378\ubcf4\ub2e4 \ub192\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"827\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349.png\" alt=\"\" class=\"wp-image-853\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-300x230.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-1024x784.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-768x588.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-16x12.png 16w\" 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=\"744\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55.png\" alt=\"\" class=\"wp-image-855\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-300x207.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-1024x705.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-768x529.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-18x12.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>","protected":false},"excerpt":{"rendered":"<p>\ucd98\uc808 \uc804\ub0a0, \ub525\uc2dc\ud06c-R1 \ubaa8\ub378\uc774 \ucd9c\uc2dc\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc21c\uc218 RL \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc774 \ubaa8\ub378\uc740 CoT\uc758 \uc704\ub300\ud55c \ud601\uc2e0\uc73c\ub85c\ubd80\ud130 \ud559\uc2b5\ud588\uc73c\uba70 \uc218\ud559, \ucf54\ub4dc, \ub17c\ub9ac\uc801 \ucd94\ub860\uc5d0\uc11c ChatGPT\ubcf4\ub2e4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378 \uac00\uc911\uce58, \ub0ae\uc740 \ud6c8\ub828 \ube44\uc6a9, \uc800\ub834\ud55c API \uac00\uaca9\uc73c\ub85c \uc778\ud574 \ub525\uc2dc\ud06c\ub294 \uc778\ud130\ub137\uc5d0\uc11c \ud070 \uc778\uae30\ub97c \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"author":2,"featured_media":704,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-847","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/847","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/comments?post=847"}],"version-history":[{"count":1,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/847\/revisions"}],"predecessor-version":[{"id":856,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/847\/revisions\/856"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/media\/704"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/media?parent=847"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/categories?post=847"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/tags?post=847"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}