{"id":39973,"date":"2025-04-08T02:02:23","date_gmt":"2025-04-07T18:02:23","guid":{"rendered":"https:\/\/17aitech.com\/?p=39973"},"modified":"2025-04-08T02:02:23","modified_gmt":"2025-04-07T18:02:23","slug":"illume%ef%bc%9a%e5%8d%8e%e4%b8%ba%e8%af%ba%e4%ba%9a%e6%8e%a2%e7%b4%a2%e6%96%b0gpt-4o%e6%9e%b6%e6%9e%84%ef%bc%8c%e7%90%86%e8%a7%a3%e7%94%9f%e6%88%90%e4%b8%80%e4%bd%93%e6%a8%a1%e5%9e%8b%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39973","title":{"rendered":"ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-07-3\" target=\"_blank\">ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png\"><\/a>\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u591a\u6a21\u6001\u4efb\u52a1\u5904\u7406\u80fd\u529b\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u7279\u522b\u662f\u5728\u5c06\u89c6\u89c9\u4fe1\u606f\u878d\u5165\u8bed\u8a00\u6a21\u578b\u65b9\u9762\u3002\u50cf QwenVL \u548c InternVL \u8fd9\u6837\u7684\u6a21\u578b\u5df2\u7ecf\u5c55\u793a\u4e86\u5728\u89c6\u89c9\u7406\u89e3\u65b9\u9762\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u800c\u4ee5\u6269\u6563\u6a21\u578b\u4e3a\u4ee3\u8868\u7684\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u6280\u672f\u4e5f\u4e0d\u65ad\u7a81\u7834\uff0c\u63a8\u52a8\u4e86\u7edf\u4e00\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u7684\u53d1\u5c55\u3002\u8fd9\u4e9b\u6280\u672f\u7684\u8fdb\u6b65\u4f7f\u5f97\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u7684\u65e0\u7f1d\u96c6\u6210\u6210\u4e3a\u53ef\u80fd\uff0c\u8fdb\u4e00\u6b65\u63a8\u8fdb\u4e86\u89c6\u89c9\u548c\u8bed\u4e49\u6df1\u5ea6\u878d\u5408\u4e0b\u7684\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08AGI\uff09\u7684\u63a2\u7d22\u3002<\/p>\n<p>\u65b0\u4e00\u4ee3 GPT-4o \u4f5c\u4e3a\u7406\u89e3\u751f\u6210\u4e00\u4f53\u7684\u6a21\u578b\uff0c\u5176\u5f3a\u5927\u7684\u80fd\u529b\u5df2\u7ecf\u4ee4\u4eba\u77a9\u76ee\u3002\u5b83\u4e0d\u4ec5\u5728\u8bed\u4e49\u7406\u89e3\u548c\u56fe\u50cf\u751f\u6210\u65b9\u9762\u5c55\u73b0\u51fa\u6781\u9ad8\u7684\u51c6\u786e\u6027\u548c\u6d41\u7545\u6027\uff0c\u8fd8\u7279\u522b\u64c5\u957f\u4e0a\u4e0b\u6587\u611f\u77e5\u751f\u6210\uff08context-aware generation\uff09\u548c\u56fe\u50cf\u7f16\u8f91\uff08image editing\uff09\u4efb\u52a1\u3002\u65e0\u8bba\u662f\u5728\u8fdb\u884c\u9ad8\u7cbe\u5ea6\u7684\u56fe\u50cf\u751f\u6210\uff0c\u8fd8\u662f\u5728\u590d\u6742\u7684\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\u4e2d\uff0cGPT-4o \u90fd\u80fd\u52a8\u6001\u7406\u89e3\u548c\u751f\u6210\u7b26\u5408\u4e0a\u4e0b\u6587\u9700\u6c42\u7684\u5185\u5bb9\uff0c\u6781\u5927\u5730\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u5b9e\u7528\u6027\u548c\u7075\u6d3b\u6027\u3002\u8fd9\u4f7f\u5f97 GPT-4o \u80fd\u591f\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u66f4\u52a0\u9ad8\u6548\u5730\u5b8c\u6210\u591a\u79cd\u590d\u6742\u573a\u666f\u4e0b\u7684\u7406\u89e3\u4e0e\u751f\u6210\u5de5\u4f5c\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u534e\u4e3a\u8bfa\u4e9a\u76d8\u53e4\u7814\u7a76\u56e2\u961f\u8054\u5408\u9999\u6e2f\u5927\u5b66\u63a8\u51fa\u4e86<strong>\u00a0ILLUME+<\/strong>\uff0c\u8fd9\u6b3e\u6a21\u578b\u662f ILLUME \u7684\u5347\u7ea7\u7248\u672c\uff0c\u91c7\u7528\u4e86<strong>\u53cc\u91cd\u89c6\u89c9\u8054\u5408\u8bcd\u8868\uff08DualViTok\uff09\u548c\u6269\u6563\u89e3\u7801\u5668<\/strong>\u7684\u521b\u65b0\u8bbe\u8ba1\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8bed\u4e49\u7406\u89e3\u548c\u9ad8\u4fdd\u771f\u56fe\u50cf\u751f\u6210\u80fd\u529b\u3002\u4e0e\u5f53\u524d\u73b0\u6709\u7684\u7edf\u4e00\u6a21\u578b\u4e0d\u540c\uff0cILLUME + \u80fd\u591f\u5728\u56fe\u50cf\u7406\u89e3\u3001\u751f\u6210\u548c\u7f16\u8f91\u4e09\u5927\u80fd\u529b\u4e0a\u8fbe\u5230\u4f18\u5f02\u7684\u8868\u73b0\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6a21\u578b\u5728\u56fe\u50cf\u7eb9\u7406\u4fdd\u6301\u548c\u8bed\u4e49\u5bf9\u9f50\u65b9\u9762\u7684\u96be\u9898\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-fe4bbe1053954e97cd2990c786b26a64.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-fe4bbe1053954e97cd2990c786b26a64.png\"><\/a><\/p>\n<ul>\n<li>\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2504.01934<\/li>\n<li>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/illume-unified-mllm.github.io\/<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5acd6be1452a9ce2f2cb63fc8ec45295.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5acd6be1452a9ce2f2cb63fc8ec45295.png\"><\/a>ILLUME + \u5728\u5904\u7406\u591a\u6a21\u6001\u4efb\u52a1\u65f6\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u548c\u8bed\u4e49\u6df1\u5c42\u4ea4\u4e92\u80fd\u529b\uff0c\u80fd\u591f\u66f4\u51c6\u786e\u5730\u7406\u89e3\u548c\u751f\u6210\u89c6\u89c9\u4e0e\u8bed\u8a00\u7684\u5173\u7cfb\u3002\u5b83\u7684\u521b\u65b0\u67b6\u6784\u901a\u8fc7<strong>\u53cc\u89c6\u89c9\u8054\u5408\u8bcd\u8868\uff08DualViTok\uff09<\/strong>\u5c06\u8bed\u4e49\u4fe1\u606f\u4e0e\u56fe\u50cf\u7ec6\u8282\u540c\u65f6\u4fdd\u7559\uff0c\u4e3a\u56fe\u50cf\u7f16\u8f91\u548c\u751f\u6210\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u52a0\u7cbe\u7ec6\u7684\u63a7\u5236\u80fd\u529b\u3002\u6b64\u5916\uff0c<strong>\u6269\u6563\u89e3\u7801\u5668<\/strong>\u7684\u5f15\u5165\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86\u751f\u6210\u56fe\u50cf\u7684\u8d28\u91cf\uff0c\u8fd8\u4f7f\u5f97\u8d85\u5206\u8fa8\u7387\u56fe\u50cf\u751f\u6210\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u5728\u9ad8\u5206\u8fa8\u7387\u751f\u6210\u65f6\u7684\u8ba1\u7b97\u74f6\u9888\u3002<\/p>\n<p>\u800c\u8fd9\u6b63\u662f\u76ee\u524d\u884c\u4e1a\u6240\u9700\u8981\u7684\u4e00\u79cd\u80fd\u591f\u540c\u65f6\u6ee1\u8db3\u7406\u89e3\u3001\u751f\u6210\u548c\u7f16\u8f91\u9700\u6c42\u7684\u7edf\u4e00\u67b6\u6784\u3002\u4e0e\u65b0\u4e00\u4ee3 GPT-4o \u67b6\u6784\u76f8\u6bd4\uff0cILLUME + \u91c7\u7528\u4e86<strong>\u7c7b\u4f3c\u7684\u5176\u5b98\u7f51\u4e2d\u6697\u793a\u7684 Token\u2192 [Transformer]\u2192 [Diffusion]\u2192 pixel \u7684\u7ed3\u6784<\/strong>\uff0c\u5728\u8bed\u4e49\u7406\u89e3\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u751f\u6210\u80fd\u529b\u4e0a\u8fbe\u5230\u65b0\u7684\u9ad8\u5ea6\u3002\u6211\u4eec\u8ba4\u4e3a\uff0cILLUME + \u6240\u5c55\u793a\u7684\u67b6\u6784\uff0c\u6b63\u662f\u672a\u6765\u7edf\u4e00\u5927\u8bed\u8a00\u6a21\u578b\u53d1\u5c55\u7684\u65b9\u5411\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6d490b7830df8ef0ed19c4474ac366c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6d490b7830df8ef0ed19c4474ac366c4.png\"><\/a><\/p>\n<p>\u968f\u7740\u6211\u4eec\u5bf9\u8be5\u67b6\u6784\u7684\u6df1\u5165\u7814\u7a76\uff0cILLUME + \u7684 3B \u6a21\u578b\u5728\u591a\u6a21\u6001\u7406\u89e3\u3001\u751f\u6210\u4e0e\u7f16\u8f91\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff08\u6bd4\u80a9 7B\uff09\u3002ILLUME + \u7684\u4f18\u52bf\u4e0d\u4ec5\u4f53\u73b0\u5728\u5355\u4e00\u4efb\u52a1\u7684\u51fa\u8272\u8868\u73b0\uff0c\u66f4\u5728\u4e8e\u5b83\u80fd\u591f\u7075\u6d3b\u9002\u5e94\u591a\u6837\u7684\u5e94\u7528\u573a\u666f\uff0c\u63a8\u52a8\u7740\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5411\u7740\u66f4\u52a0\u667a\u80fd\u5316\u3001\u53ef\u6269\u5c55\u7684\u65b9\u5411\u8fc8\u8fdb\u3002<\/p>\n<p><strong>ILLUME+ \u5173\u952e\u6280\u672f\u70b9\u4e0e\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n<p><strong>1. \u53cc\u91cd\u89c6\u89c9\u8054\u5408\u8bcd\u8868\uff08DualViTok\uff09<\/strong><\/p>\n<p>ILLUME + \u7684\u6838\u5fc3\u521b\u65b0\u4e4b\u4e00\u662f\u53cc\u91cd\u89c6\u89c9\u8054\u5408\u8bcd\u8868\uff08DualViTok\uff09\uff0c\u8be5\u8bcd\u8868\u901a\u8fc7\u4e24\u6761\u5206\u652f\u8bbe\u8ba1\uff0c<strong>\u5206\u522b\u5904\u7406\u56fe\u50cf\u7684\u8bed\u4e49\u4fe1\u606f\u548c\u7ec6\u8282\u7eb9\u7406<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8bed\u4e49\u5206\u652f\u5229\u7528\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5bf9\u9f50\u89c6\u89c9\u7f16\u7801\u5668\uff08\u5982 QwenViT\uff09\u63d0\u53d6\u9ad8\u5c42\u6b21\u7684\u8bed\u4e49\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u88ab\u91cf\u5316\u4e3a\u79bb\u6563\u6807\u8bb0\uff0c\u5e76\u901a\u8fc7\u8f7b\u91cf\u7ea7\u89e3\u7801\u5668\u8fdb\u884c\u91cd\u5efa\u3002\u540c\u65f6\uff0c\u50cf\u7d20\u5206\u652f\u5219\u901a\u8fc7 MoVQGAN \u7c7b\u4f3c\u7684\u67b6\u6784\u8fdb\u884c\u50cf\u7d20\u7ea7\u7684\u7ec6\u8282\u91cd\u5efa\uff0c\u4fdd\u8bc1\u56fe\u50cf\u7ec6\u8282\u7684\u9ad8\u4fdd\u771f\u5ea6\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4e877b223bfa8d1694ae04cb525eaee0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4e877b223bfa8d1694ae04cb525eaee0.png\"><\/a><\/p>\n<p><strong>2. \u6269\u6563\u89e3\u7801\u5668\uff08Diffusion Decoder\uff09<\/strong><\/p>\n<p>\u4e3a\u8fdb\u4e00\u6b65\u63d0\u5347\u751f\u6210\u56fe\u50cf\u7684\u8d28\u91cf\uff0cILLUME + \u5f15\u5165\u4e86\u6269\u6563\u89e3\u7801\u5668\u3002\u8be5\u89e3\u7801\u5668\u4f7f\u7528\u6269\u6563\u6a21\u578b\u8fdb\u884c\u56fe\u50cf\u751f\u6210\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u56fe\u50cf\u7684\u7ec6\u8282\u548c\u9c81\u68d2\u6027\u3002\u6269\u6563\u89e3\u7801\u5668\u8fd8\u80fd\u591f\u8fdb\u884c\u9ad8\u6548\u7684\u8d85\u5206\u8fa8\u7387\u751f\u6210\uff0c\u7f13\u89e3\u4e86\u4f20\u7edf\u81ea\u56de\u5f52\u751f\u6210\u65b9\u6cd5\u5728\u9ad8\u5206\u8fa8\u7387\u751f\u6210\u65f6\u7684 token \u6570\u76ee\u6025\u5267\u589e\u957f\u5e26\u6765\u7684\u63a8\u7406\u901f\u5ea6\u74f6\u9888\u3002\u901a\u8fc7\u8fd9\u79cd\u8bbe\u8ba1\uff0cILLUME + \u80fd\u591f\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\uff08\u6700\u9ad8\u53ef\u8fbe 1024\u00d71024\uff09\uff0c\u540c\u65f6\u6709\u6548\u63d0\u9ad8\u4e86\u56fe\u50cf\u7684\u7ec6\u8282\u548c\u8d28\u91cf\u3002<\/p>\n<p><strong>3. \u8fde\u7eed\u8f93\u5165\u3001\u79bb\u6563\u8f93\u51fa\u7684 MLLM \u67b6\u6784<\/strong><\/p>\n<p>ILLUME + \u91c7\u7528\u4e86\u7edf\u4e00\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u56fe\u50cf\uff0c\u5e76\u901a\u8fc7\u5171\u540c\u7684\u9884\u6d4b\u5934\u6765\u8fdb\u884c\u8054\u5408\u5efa\u6a21\u3002ILLUME + \u91c7\u7528\u8fde\u7eed\u8f93\u5165\u3001\u79bb\u6563\u8f93\u51fa\u7684\u673a\u5236\u3002\u5728\u8f93\u5165\u7aef\uff0c\u76f4\u63a5\u4f7f\u7528\u89c6\u89c9\u8fde\u63a5\u5668\u8fde\u63a5\u79bb\u6563\u5316\u5c42\u524d\u7684\u89c6\u89c9\u7279\u5f81\u5230 LLM \u4e2d\u3002\u8f93\u51fa\u7aef\u4ecd\u7136\u4fdd\u7559\u7edf\u4e00\u8f93\u51fa\u5934\uff0c\u4ee5\u81ea\u56de\u5f52\u7684\u5f62\u5f0f\u9884\u6d4b\u6587\u672c token \u4e0e\u89c6\u89c9 token\u3002\u8fd9\u79cd\u673a\u5236\u786e\u4fdd\u4e86\u56fe\u50cf\u8f93\u5165\u65f6\u4e0d\u4f1a\u56e0\u91cf\u5316\u8fc7\u7a0b\u4e22\u5931\u7ec6\u7c92\u5ea6\u4fe1\u606f\uff0c\u4fdd\u8bc1\u4e86\u6a21\u578b\u5728\u89c6\u89c9\u7406\u89e3\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u66f4\u597d\u7684\u7a33\u5b9a\u6027\u548c\u7ec6\u81f4\u7684\u8bed\u4e49\u5904\u7406\u80fd\u529b\u3002\u5728\u751f\u6210\u56fe\u50cf\u65f6\uff0cILLUME + \u91c7\u7528\u751f\u6210\u8bed\u4e49 token \u540e\u518d\u751f\u6210\u7eb9\u7406 token \u7684\u65b9\u5f0f\uff08Coarse-to-fine Unified Image Representation\uff09\uff0c\u7531\u4e8e\u56fe\u50cf\u8bed\u4e49\u8868\u5f81\u66f4\u5bb9\u6613\u548c\u6587\u672c\u5bf9\u9f50\uff0c\u8fd9\u79cd\u5148\u8bed\u4e49\u518d\u7eb9\u7406\u7684\u5e8f\u5217\u5316\u65b9\u5f0f\uff0c\u52a0\u901f\u4e86\u6587\u672c\u548c\u56fe\u50cf\u7ec6\u8282\u7eb9\u7406\u4fe1\u606f\u7684\u5bf9\u9f50\uff0c\u4ece\u800c\u63d0\u5347\u751f\u6210\u56fe\u50cf\u7684\u9ad8\u4fdd\u771f\u5ea6\u548c\u8bed\u4e49\u4e00\u81f4\u6027\u3002<\/p>\n<p><strong>4. \u652f\u6301\u4efb\u610f\u5206\u8fa8\u7387\u7684\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n<p>ILLUME + \u91c7\u7528\u6e10\u8fdb\u5f0f\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u4ece\u800c\u4f7f\u5f97\u8bcd\u8868\u3001MLLM \u548c Diffusion decoder \u4e09\u4e2a\u6a21\u5757\u5747\u652f\u6301\u52a8\u6001\u5206\u8fa8\u7387\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\u3002\u8bad\u7ec3\u6d41\u7a0b\u5305\u62ec\u4e94\u4e2a\u9636\u6bb5\uff0c\u9010\u6b65\u589e\u5f3a\u6a21\u578b\u80fd\u529b\uff0c\u786e\u4fdd\u7a33\u5b9a\u6027\u548c\u6700\u7ec8\u6027\u80fd\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u6211\u4eec\u7684\u4e94\u4e2a\u8bad\u7ec3\u9636\u6bb5\u7684\u6253\u5f00\u53c2\u6570\u548c\u6bcf\u4e2a\u9636\u6bb5\u7684\u6570\u636e\u5206\u5e03\u60c5\u51b5\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-22b75c8492e4852b2d39daf93bfa1518.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-22b75c8492e4852b2d39daf93bfa1518.png\"><\/a><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-78fdbe40fd84e3f097576186a7d71bd7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-78fdbe40fd84e3f097576186a7d71bd7.png\"><\/a><\/p>\n<p><strong>Dual Vision Tokenizer Training\uff1a<\/strong>\u8bad\u7ec3\u53cc\u91cd\u89c6\u89c9\u6807\u8bb0\u5316\u5668\uff0c\u901a\u8fc7\u91cd\u5efa\u8bed\u4e49\u548c\u50cf\u7d20\u4fe1\u606f\uff0c\u9010\u6b65\u589e\u52a0\u8f93\u5165\u5206\u8fa8\u7387\uff0c\u5148\u8bad\u7ec3\u56fa\u5b9a 256 \u5206\u8fa8\u7387\uff0c\u518d\u8bad\u7ec3\u56fa\u5b9a 512\uff0c\u6700\u540e\u8bad\u7ec3 512\u00d7512 \u4ee5\u5185\u7684\u4efb\u610f\u5206\u8fa8\u7387\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u4e0d\u540c\u5206\u8fa8\u7387\u4e0b\u7684\u7a33\u5b9a\u8bad\u7ec3\u3002\u8be5\u9636\u6bb5\u91c7\u7528\u4e86 63M \u8bad\u7ec3\u6570\u636e\uff0c\u5305\u62ec\u81ea\u7136\u56fe\u50cf\uff0c\u7f8e\u5b66\u56fe\u50cf\uff0c\u4eba\u7269\u8096\u50cf\uff0c\u6587\u6863\u56fe\u8868\u7c7b\u548c\u5b66\u79d1\u7c7b\u56fe\u7247\u6570\u636e\u3002<\/p>\n<p><strong>Diffusion Decoder Training\uff08\u6269\u6563\u89e3\u7801\u5668\u4f18\u5316\uff09<\/strong>\uff1a\u8fdb\u4e00\u6b65\u4f18\u5316\u56fe\u50cf\u751f\u6210\u8d28\u91cf\uff0c\u901a\u8fc7\u6269\u6563\u6a21\u578b\u63d0\u5347\u751f\u6210\u7ec6\u8282\uff0c\u5e76\u8fdb\u884c\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u8f93\u51fa\uff0c\u89e3\u51b3\u81ea\u56de\u5f52\u65b9\u6cd5\u7684\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u901f\u5ea6\u74f6\u9888\u3002\u8bad\u7ec3\u65f6\uff0c\u6211\u4eec\u51bb\u7ed3\u89c6\u89c9\u8bcd\u8868\u4e2d\u7684\u7f16\u7801\u5668\u548c\u8bcd\u8868\u7684\u6743\u91cd\uff0c\u6253\u5f00 Diffusion \u7684\u53c2\u6570\u8fdb\u884c\u8bad\u7ec3\u3002\u4e3a\u652f\u6301\u9ad8\u5206\u8fa8\u7387\uff0c\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u5b50\u9636\u6bb5\uff0c\u5373\u5148\u8bad\u7ec3\u50cf\u7d20\u6570\u91cf\u5728 512\u00d7512 \u5de6\u53f3\u7684\u5206\u8fa8\u7387\uff0c\u518d\u8bad\u7ec3\u50cf\u7d20\u6570\u91cf\u5728 1024\u00d71024 \u5de6\u53f3\u7684\u5206\u8fa8\u7387\u3002\u8be5\u9636\u6bb5\u91c7\u7528\u4e86 10M \u4e0e\u8bad\u7ec3\u89c6\u89c9\u8bcd\u8868\u76f8\u540c\u5206\u5e03\u7684\u6570\u636e\u3002<\/p>\n<p><strong>MLLM Stage 1: Visual Embedding Initialization\uff1a<\/strong>\u521d\u59cb\u5316 MLLM \u4e2d\u65b0\u589e\u7684\u89c6\u89c9\u8bcd\u8868\u4e0e\u89c6\u89c9\u8fde\u63a5\u5668\uff0c\u4f18\u5316\u56fe\u50cf\u91cd\u5efa\u548c\u63cf\u8ff0\u4efb\u52a1\uff0c\u56fa\u5b9a\u5206\u8fa8\u7387\u4e3a 256\u00d7256\uff0c\u4ee5\u83b7\u5f97\u826f\u597d\u7684\u89c6\u89c9\u8868\u793a\u3002<\/p>\n<p><strong>MLLM Stage 2: Unified Image-Text Alignment\uff1a<\/strong>\u901a\u8fc7\u591a\u6a21\u6001\u6570\u636e\u8bad\u7ec3\uff0c\u6253\u5f00\u89c6\u89c9\u9002\u914d\u5668\u548c\u8bed\u8a00\u6a21\u578b\uff0c\u589e\u5f3a\u56fe\u50cf\u4e0e\u6587\u672c\u7684\u8bed\u4e49\u5bf9\u9f50\uff0c\u5148\u8bad\u7ec3\u5206\u8fa8\u7387 256\u00d7256\uff0c\u518d\u63d0\u5347\u81f3 512\u00d7512\u3002<\/p>\n<p><strong>MLLM Stage 3: Supervised Fine-tuning\uff1a<\/strong>\u4f7f\u7528\u590d\u6742\u7684\u591a\u4efb\u52a1\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u652f\u6301\u4efb\u610f\u5206\u8fa8\u7387\u56fe\u50cf\u8f93\u5165\uff0c\u4ee5\u53ca\u9ad8\u8fbe 11 \u79cd\u4e0d\u540c\u957f\u5bbd\u6bd4\u7684\u56fe\u50cf\u751f\u6210\uff0c\u6700\u9ad8\u50cf\u7d20\u8fbe\u5230 1024\u00d71024\u3002<\/p>\n<p><strong>ILLUME+\uff083B\uff09 \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0cILLUME + \u4f7f\u7528 Qwen2.5\uff083B\uff09\u4f5c\u4e3a\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002\u5176 encoder \u91c7\u7528\u4e86\u9884\u8bad\u7ec3\u7684 QwenVIT \u8bed\u4e49\u7f16\u7801\u5668\u548c\u57fa\u4e8e MoVQGAN \u7684\u50cf\u7d20\u7f16\u7801\u5668\u67b6\u6784\u3002\u6d41\u7a0b\u4e0a\u6253\u901a\u4e86\u6607\u817e\u8bad\u7ec3\u4e0e\u63a8\u7406\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f7f\u7528\u4e86 256 Ascend NPUs\u3002\u5176\u4e2d\uff0c\u89c6\u89c9\u8bcd\u8868\u548c Diffusion \u8bad\u7ec3 3+3 \u5929\uff1b3B \u7684 MLLM \u6a21\u578b\uff0c\u7ecf\u8fc7\u4e09\u4e2a\u9636\u6bb5\u7684\u8bad\u7ec3\uff0c\u603b\u8bad\u7ec3\u65f6\u95f4\u7ea6\u4e3a 13 \u5929\u3002<\/p>\n<p><strong>\u591a\u5206\u8fa8\u7387\u6587\u751f\u56fe\u53ef\u89c6\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f5122a31ce456f111efef40d8fce4a65.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f5122a31ce456f111efef40d8fce4a65.png\"><\/a><\/strong><\/p>\n<p><strong>\u591a\u529f\u80fd\u56fe\u50cf\u7f16\u8f91\u53ef\u89c6\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cf855035a966a61d4e415efba2b17fd0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cf855035a966a61d4e415efba2b17fd0.png\"><\/a><\/strong><\/p>\n<p>\uff08\u6ce8\uff1a\u8fd9\u5176\u4e2d\u7684\u5f88\u591a\u4efb\u52a1\u6bd4\u5982 ghibli style \u548c ID \u4fdd\u6301\u7684\u7f16\u8f91\u5e76\u672a\u7279\u610f\u5236\u4f5c\u8fc7\u6570\u636e\uff0c\u4f46\u662f\u7adf\u7136\u90fd\u80fd\u6cdb\u5316\u51fa\u6765\uff0c\u5f88\u795e\u5947\uff09<\/p>\n<p><strong>\u56fe\u50cf\u7406\u89e3\u53ef\u89c6\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3b2daef63067c70cc86cbe40ac320bfb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3b2daef63067c70cc86cbe40ac320bfb.png\"><\/a><\/strong><\/p>\n<p><strong>\u4e0e SOTA \u6a21\u578b\u7684\u6bd4\u8f83<\/strong><\/p>\n<p><strong>\u591a\u6a21\u6001\u7406\u89e3\uff1a<\/strong>\u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\uff0cILLUME + \u5728\u5e38\u7528\u7684\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982 POPE\u3001MMBench\u3001SEED \u7b49\uff09\u4e0a\u8868\u73b0\u4f18\u79c0\uff0c\u5c24\u5176\u5728\u6587\u6863\u76f8\u5173\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u4f18\u5f02\u7684\u6027\u80fd\u3002\u5c3d\u7ba1\u662f 3B \u6a21\u578b\uff0cILLUME + \u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u4e0e\u73b0\u6709\u7684 7B \u6a21\u578b\u5982 Janus-Pro-7B \u548c ILLUME-7B \u76f8\u5f53\uff0c\u7279\u522b\u662f\u5728\u6587\u6863\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u5f97\u76ca\u4e8e\u53cc\u91cd\u7f16\u7801\u5668\u8bbe\u8ba1\uff0c\u6a21\u578b\u5728\u4fdd\u7559\u5f3a\u5927\u7406\u89e3\u80fd\u529b\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u4f18\u52bf\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9705a95348fa2cec937d4faedf493339.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9705a95348fa2cec937d4faedf493339.png\"><\/a><\/p>\n<p><strong>\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\uff1a<\/strong>\u5728\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u65b9\u9762\uff0cILLUME + \u5728 MJHQ-30K\u3001GenAI-bench \u548c GenEval \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u6210\u7ee9\u3002\u5728 MJHQ-30K \u7684 FID \u5206\u6570\u4e3a 6.00\uff0c\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u751f\u6210\u8d28\u91cf\u548c\u591a\u6837\u6027\uff0c\u5728\u590d\u6742\u6587\u672c\u63cf\u8ff0\u751f\u6210\u65b9\u9762\u83b7\u5f97\u4e86\u5f88\u597d\u7684\u51c6\u786e\u5ea6\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-686d8c1daa79332f9a89cfd317f92f50.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-686d8c1daa79332f9a89cfd317f92f50.png\"><\/a><\/p>\n<p><strong>\u591a\u6a21\u6001\u56fe\u50cf\u7f16\u8f91\uff1a<\/strong>\u5728\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\u4e2d\uff0cILLUME + \u5728 Emu Edit \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f18\u4e8e\u4e13\u95e8\u7684\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\uff0c\u7279\u522b\u662f\u5728 CLIP-T \u8bc4\u5206\u4e0a\uff0c\u8868\u660e\u5176\u5f3a\u5927\u7684\u7406\u89e3\u80fd\u529b\u589e\u5f3a\u4e86\u5bf9\u7f16\u8f91\u6307\u4ee4\u7684\u89e3\u91ca\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u66f4\u52a0\u7cbe\u786e\u7684\u4fee\u6539\u3002DualViTok \u8bbe\u8ba1\u6709\u6548\u63d0\u9ad8\u4e86\u4e0e\u539f\u59cb\u56fe\u50cf\u7684\u4e00\u81f4\u6027\uff0c\u7279\u522b\u662f\u5728\u7eb9\u7406\u4fe1\u606f\u5904\u7406\u4e0a\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2056b1e30d45191ba364a26ff9225fcc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2056b1e30d45191ba364a26ff9225fcc.png\"><\/a><\/p>\n<p><strong>Tokenizer \u7684\u56fe\u50cf\u91cd\u5efa\uff1a<\/strong>\u5728 ImageNet 50k \u9a8c\u8bc1\u96c6\u4e0a\uff0cDualViTok \u5728\u4e0d\u540c\u5206\u8fa8\u7387\u4e0b\u7684\u91cd\u5efa\u6548\u679c\u8d85\u8d8a\u4e86\u591a\u79cd\u73b0\u6709\u7684\u89c6\u89c9\u6807\u8bb0\u5316\u5668\uff0c\u5c24\u5176\u5728 256\u00d7256 \u5206\u8fa8\u7387\u4e0b\uff0c\u5c55\u73b0\u4e86\u6700\u4f18\u7684\u6027\u80fd\u3002\u7279\u522b\u662f\u5728 384\u00d7384 \u5206\u8fa8\u7387\u4e0b\uff0cDualViTok \u76f8\u8f83\u4e8e VILA-U \u6709\u4e86\u663e\u8457\u7684\u63d0\u5347\uff0c\u7a81\u51fa\u4e86\u5176\u5728\u5904\u7406\u4e0d\u540c\u8f93\u5165\u5206\u8fa8\u7387\u65f6\u7684\u7075\u6d3b\u6027\u548c\u9ad8\u6548\u6027\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b67bef0f98e75cf90442a0b62319f88d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b67bef0f98e75cf90442a0b62319f88d.png\"><\/a><\/p>\n<p>\u66f4\u591a\u7684 Ablation Study \u53ef\u53c2\u770b\u5177\u4f53\u8bba\u6587<\/p>\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n<p>ILLUME + \u901a\u8fc7\u521b\u65b0\u7684 DualViTok \u4fdd\u7559\u56fe\u50cf\u4e2d\u7684\u8bed\u4e49\u548c\u7ec6\u8282\u7eb9\u7406\uff0c\u5e76\u7ed3\u5408\u6269\u6563\u89e3\u7801\u5668\u63d0\u5347\u56fe\u50cf\u751f\u6210\u8d28\u91cf\uff0c\u5b9e\u73b0\u4e86\u4efb\u610f\u5206\u8fa8\u7387\u3002\u51ed\u501f\u7edf\u4e00\u7684\u7c97\u5230\u7ec6\u56fe\u50cf\u8868\u793a\u548c\u52a8\u6001\u89c6\u89c9\u5206\u8fa8\u7387\u7684\u6e10\u8fdb\u8bad\u7ec3\u8fc7\u7a0b\uff0cILLUME + \u4ec5\u7528 3B \u53c2\u6570\u4fbf\u80fd\u5904\u7406\u7075\u6d3b\u5206\u8fa8\u7387\u7684\u89c6\u89c9\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u5e76\u5728\u591a\u6a21\u6001\u7406\u89e3\u3001\u751f\u6210\u548c\u7f16\u8f91\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5728 context-aware \u751f\u6210\u548c\u6cdb\u5316\u4e0a\u8868\u73b0\u51fa\u4e86\u4ee4\u4eba\u610f\u5916\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u4f5c\u8005\u8868\u793a\u5c06\u4f1a\u5c1d\u8bd5\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u5c1d\u8bd5\u66f4\u591a\u539f\u751f\u56fe\u50cf &#8211; \u6587\u672c\u4ea4\u7ec7\u9884\u8bad\u7ec3\u7684\u6548\u679c\uff0c\u8ba9 ILLUME + \u80fd\u591f\u771f\u6b63\u5728\u89c6\u89c9\u4efb\u52a1\u4e0a\u5b8c\u6210\u5927\u4e00\u7edf\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-07-3\" target=\"_blank\">ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ILLUME+\uff1a\u534e\u4e3a\u8bfa [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,84],"class_list":["post-39973","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-84"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39973\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=39973\",\"url\":\"https:\/\/17aitech.com\/?p=39973\",\"name\":\"ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=39973#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=39973#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png\",\"datePublished\":\"2025-04-07T18:02:23+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=39973#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=39973\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=39973#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=39973#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=39973","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=39973","url":"https:\/\/17aitech.com\/?p=39973","name":"ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=39973#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=39973#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png","datePublished":"2025-04-07T18:02:23+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=39973#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=39973"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=39973#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d4c0dc14ae9dd3ef767f9763c74f4219.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=39973#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"ILLUME+\uff1a\u534e\u4e3a\u8bfa\u4e9a\u63a2\u7d22\u65b0GPT-4o\u67b6\u6784\uff0c\u7406\u89e3\u751f\u6210\u4e00\u4f53\u6a21\u578b\uff0c\u6607\u817e\u53ef\u8bad\uff01"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39973","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39973"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39973\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39973"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39973"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39973"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}