{"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\/zh_cn\/how-good-is-deepseeks-janus-pro\/","title":{"rendered":"DeepSeek \u7684 Janus-Pro \u6027\u80fd\u5982\u4f55\uff1f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u6625\u8282\u524d\u5915\uff0cDeepSeek-R1\u673a\u578b\u6b63\u5f0f\u53d1\u5e03\u3002\u5b83\u91c7\u7528\u7eaf\u7cb9\u7684 RL \u67b6\u6784\uff0c\u6c72\u53d6\u4e86 CoT \u7684\u4f1f\u5927\u521b\u65b0\uff0c\u6027\u80fd\u8d85\u8fc7\u4e86 <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ChatGPT<\/a> \u6570\u5b66\u3001\u4ee3\u7801\u548c\u903b\u8f91\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cDeepSeek \u7684\u5f00\u6e90\u6a21\u578b\u6743\u91cd\u3001\u4f4e\u8bad\u7ec3\u6210\u672c\u548c\u4f4e\u5ec9\u7684 API \u4ef7\u683c\u4e5f\u8ba9\u5b83\u5728\u4e92\u8054\u7f51\u4e0a\u5927\u53d7\u6b22\u8fce\uff0c\u751a\u81f3\u5bfc\u81f4\u82f1\u4f1f\u8fbe\u548c ASML \u7684\u80a1\u4ef7\u4e00\u5ea6\u66b4\u8dcc\u3002<\/p>\n\n\n\n<p>\u5728\u7206\u7ea2\u7684\u540c\u65f6\uff0cDeepSeek\u8fd8\u53d1\u5e03\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578bJanus\uff08\u6770\u7eb3\u65af\uff09\u7684\u5347\u7ea7\u7248Janus-Pro\uff0c\u5b83\u7ee7\u627f\u4e86\u4e0a\u4e00\u4ee3\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u7edf\u4e00\u67b6\u6784\uff0c\u4f18\u5316\u4e86\u8bad\u7ec3\u7b56\u7565\uff0c\u6269\u5c55\u4e86\u8bad\u7ec3\u6570\u636e\u548c\u6a21\u578b\u89c4\u6a21\uff0c\u5e26\u6765\u4e86\u66f4\u5f3a\u7684\u6027\u80fd\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\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/zh_cn\/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\/zh_cn\/how-good-is-deepseeks-janus-pro\/#Model_architecture\" >\u6a21\u578b\u7ed3\u6784<\/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\/zh_cn\/how-good-is-deepseeks-janus-pro\/#Training_strategy\" >\u57f9\u8bad\u6218\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\/zh_cn\/how-good-is-deepseeks-janus-pro\/#Training_data_scaling\" >\u8bad\u7ec3\u6570\u636e\u7f29\u653e<\/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\/zh_cn\/how-good-is-deepseeks-janus-pro\/#Model_scaling\" >\u6a21\u578b\u7f29\u653e<\/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\/zh_cn\/how-good-is-deepseeks-janus-pro\/#Model_evaluation\" >\u6a21\u578b\u8bc4\u4f30<\/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> \u662f\u4e00\u79cd\u7edf\u4e00\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\uff0c\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u548c\u751f\u6210\u4efb\u52a1\uff0c\u5373\u65e2\u80fd\u7406\u89e3\u56fe\u7247\u5185\u5bb9\uff0c\u53c8\u80fd\u751f\u6210\u6587\u672c\u3002<\/p>\n\n\n\n<p>\u5b83\u5c06\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u89c6\u89c9\u7f16\u7801\u5668\u5206\u79bb\u5f00\u6765\uff08\u5373\u56fe\u50cf\u7406\u89e3\u7684\u8f93\u5165\u548c\u56fe\u50cf\u751f\u6210\u7684\u8f93\u5165\u548c\u8f93\u51fa\u4f7f\u7528\u4e0d\u540c\u7684\u6807\u8bb0\u5316\u5668\uff09\uff0c\u5e76\u4f7f\u7528\u7edf\u4e00\u7684\u81ea\u56de\u5f52\u53d8\u6362\u5668\u8fdb\u884c\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u79cd\u5148\u8fdb\u7684\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u6a21\u578b\uff0c\u5b83\u662f\u4e4b\u524d Janus \u6a21\u578b\u7684\u5347\u7ea7\u7248\u3002<\/p>\n\n\n\n<p>\u5728\u7f57\u9a6c\u795e\u8bdd\u4e2d\uff0c\u96c5\u52aa\u65af\uff08Janus\uff09\u662f\u4e00\u4f4d\u53cc\u9762\u5b88\u62a4\u795e\uff0c\u8c61\u5f81\u7740\u77db\u76fe\u548c\u8fc7\u6e21\u3002\u4ed6\u6709\u4e24\u5f20\u9762\u5b54\uff0c\u8fd9\u4e5f\u8868\u660e\u96c5\u52aa\u65af\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u548c\u751f\u6210\u56fe\u50cf\uff0c\u8fd9\u975e\u5e38\u8d34\u5207\u3002\u90a3\u4e48\uff0cPRO \u7a76\u7adf\u5347\u7ea7\u4e86\u4ec0\u4e48\u5462\uff1f<\/p>\n\n\n\n<p>Janus \u4f5c\u4e3a 1.3B \u7684\u5c0f\u6a21\u578b\uff0c\u4e0e\u5176\u8bf4\u662f\u6b63\u5f0f\u7248\u672c\uff0c\u4e0d\u5982\u8bf4\u662f\u9884\u89c8\u7248\u672c\u3002\u5b83\u63a2\u7d22\u4e86\u7edf\u4e00\u7684\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\uff0c\u4f46\u4e5f\u5b58\u5728\u5f88\u591a\u95ee\u9898\uff0c\u5982\u56fe\u50cf\u751f\u6210\u6548\u679c\u4e0d\u7a33\u5b9a\u3001\u4e0e\u7528\u6237\u8bf4\u660e\u504f\u5dee\u8f83\u5927\u3001\u7ec6\u8282\u4e0d\u8db3\u7b49\u3002<\/p>\n\n\n\n<p>\u4e13\u4e1a\u7248\u4f18\u5316\u4e86\u8bad\u7ec3\u7b56\u7565\uff0c\u589e\u52a0\u4e86\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5e76\u5728\u63d0\u4f9b 1B \u6a21\u578b\u7684\u540c\u65f6\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u6a21\u578b\uff087B\uff09\u4f9b\u9009\u62e9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_architecture\"><\/span>\u6a21\u578b\u7ed3\u6784<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 \u548c Janus<\/a> \u5728\u6a21\u578b\u7ed3\u6784\u65b9\u9762\u5b8c\u5168\u76f8\u540c\u3002(\u4ec5\u9700 13 \u4ebf\u7f8e\u5143\uff01Janus \u5c06\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7edf\u4e00\u8d77\u6765\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>\u5176\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\u662f\u89e3\u8026\u89c6\u89c9\u7f16\u7801\uff0c\u4ee5\u652f\u6301\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u3002Janus-Pro \u5bf9\u539f\u59cb\u56fe\u50cf\/\u6587\u672c\u8f93\u5165\u5206\u522b\u8fdb\u884c\u7f16\u7801\uff0c\u63d0\u53d6\u9ad8\u7ef4\u7279\u5f81\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u7684\u81ea\u56de\u5f52\u53d8\u6362\u5668\u8fdb\u884c\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u56fe\u50cf\u7406\u89e3\u4f7f\u7528 SigLIP \u5bf9\u56fe\u50cf\u7279\u5f81\u8fdb\u884c\u7f16\u7801\uff08\u4e0a\u56fe\u4e2d\u7684\u84dd\u8272\u7f16\u7801\u5668\uff09\uff0c\u800c\u751f\u6210\u4efb\u52a1\u5219\u4f7f\u7528 VQ \u6807\u8bb0\u5668\u5bf9\u56fe\u50cf\u8fdb\u884c\u79bb\u6563\u5316\uff08\u4e0a\u56fe\u4e2d\u7684\u9ec4\u8272\u7f16\u7801\u5668\uff09\u3002\u6700\u540e\uff0c\u6240\u6709\u7279\u5f81\u5e8f\u5217\u90fd\u8f93\u5165\u5230 LLM \u8fdb\u884c\u5904\u7406<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_strategy\"><\/span>\u57f9\u8bad\u6218\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5728\u8bad\u7ec3\u7b56\u7565\u65b9\u9762\uff0cJanus-Pro \u505a\u4e86\u66f4\u591a\u6539\u8fdb\u3002\u65e7\u7248 Janus \u91c7\u7528\u7684\u662f\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u5176\u4e2d\u7b2c\u4e00\u9636\u6bb5\u8bad\u7ec3\u8f93\u5165\u9002\u914d\u5668\u548c\u56fe\u50cf\u751f\u6210\u5934\u8fdb\u884c\u56fe\u50cf\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\uff0c\u7b2c\u4e8c\u9636\u6bb5\u8fdb\u884c\u7edf\u4e00\u7684\u9884\u8bad\u7ec3\uff0c\u7b2c\u4e09\u9636\u6bb5\u5728\u6b64\u57fa\u7840\u4e0a\u5bf9\u7406\u89e3\u7f16\u7801\u5668\u8fdb\u884c\u5fae\u8c03\uff08Janus \u7684\u8bad\u7ec3\u7b56\u7565\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002(Janus \u7684\u8bad\u7ec3\u7b56\u7565\u5982\u4e0b\u56fe\u6240\u793a\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>\u4e0d\u8fc7\uff0c\u8fd9\u79cd\u7b56\u7565\u5728\u7b2c\u4e8c\u9636\u6bb5\u4f7f\u7528 PixArt \u65b9\u6cd5\u5c06\u6587\u672c\u5230\u56fe\u50cf\u7684\u751f\u6210\u8bad\u7ec3\u62c6\u5206\u5f00\u6765\uff0c\u5bfc\u81f4\u8ba1\u7b97\u6548\u7387\u8f83\u4f4e\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u6211\u4eec\u5ef6\u957f\u4e86\u7b2c\u4e00\u9636\u6bb5\u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u5e76\u589e\u52a0\u4e86\u4f7f\u7528 ImageNet 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id=\"Training_data_scaling\"><\/span>\u8bad\u7ec3\u6570\u636e\u7f29\u653e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus-Pro \u8fd8\u80fd\u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u89c6\u89c9\u751f\u6210\u65b9\u9762\u6269\u5c55 Janus \u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u7406\u89e3\uff1a\u7b2c\u4e8c\u9636\u6bb5\u9884\u8bad\u7ec3\u6570\u636e\u57fa\u4e8e DeepSeek-VL2\uff0c\u5305\u542b\u7ea6 9000 \u4e07\u4e2a\u65b0\u6837\u672c\uff0c\u5305\u62ec\u56fe\u50cf\u6807\u9898\u6570\u636e\uff08\u5982 YFCC\uff09\u4ee5\u53ca\u8868\u683c\u3001\u56fe\u8868\u548c\u6587\u6863\u7406\u89e3\u6570\u636e\uff08\u5982 Docmatix\uff09\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\u9636\u6bb5\u7684\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u8fdb\u4e00\u6b65\u5f15\u5165\u4e86 MEME 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