{"id":4322,"date":"2024-08-14T13:59:22","date_gmt":"2024-08-14T05:59:22","guid":{"rendered":"https:\/\/nullthought.net\/?p=4322"},"modified":"2024-10-14T16:39:03","modified_gmt":"2024-10-14T08:39:03","slug":"imagen-3%ef%bc%9a%e6%9c%80%e6%96%b0%e6%96%87%e6%9c%ac%e7%94%9f%e6%88%90%e5%9b%be%e5%83%8f%ef%bc%88text-to-image-t2i%ef%bc%89%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4322","title":{"rendered":"Imagen 3\uff1a\u6700\u65b0\u6587\u672c\u751f\u6210\u56fe\u50cf\uff08Text-to-Image, T2I\uff09\u6269\u6563\u6a21\u578b"},"content":{"rendered":"\n<p>Imagen 3 \u662f\u7531\u8c37\u6b4c\u56e2\u961f\u5f00\u53d1\u7684\u6700\u65b0\u6587\u672c\u751f\u6210\u56fe\u50cf\uff08Text-to-Image, T2I\uff09\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4e3a\u6f5c\u5728\u6269\u6563\u6a21\u578b\uff08Latent Diffusion Model\uff09\uff0c\u4e3b\u8981\u9488\u5bf9\u9ad8\u8d28\u91cf\u56fe\u50cf\u751f\u6210\u548c\u6587\u672c\u63d0\u793a\u7684\u590d\u6742\u7406\u89e3\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u76f8\u5173\u7814\u7a76\u5185\u5bb9\u53ca\u6210\u679c\u5728\u8bba\u6587<strong><em><a href=\"https:\/\/arxiv.org\/abs\/2408.07009\" target=\"_blank\" rel=\"noreferrer noopener\">Imagen 3<\/a><\/em><\/strong>\u4e2d\u53d1\u8868\uff0c\u8bba\u6587\u4f5c\u8005\u4e3aGoogle Imagen 3 Team\u6210\u5458\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"824\" height=\"576\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-9.png\" alt=\"\" class=\"wp-image-4323\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-9.png 824w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-9-300x210.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-9-768x537.png 768w\" sizes=\"auto, (max-width: 824px) 100vw, 824px\" \/><figcaption class=\"wp-element-caption\"><strong><em><a href=\"https:\/\/arxiv.org\/abs\/2408.07009\" target=\"_blank\" rel=\"noreferrer noopener\">Imagen 3<\/a><\/em><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u5982\u4e0b\u4e3a\u8bba\u6587\u5185\u5bb9\u6982\u8981\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u8fc7\u7a0b<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1.1 \u6a21\u578b\u67b6\u6784<\/h5>\n\n\n\n<p>Imagen 3 \u662f\u4e00\u4e2a\u6f5c\u5728\u6269\u6563\u6a21\u578b\uff0c\u7ed3\u5408\u4e86\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u751f\u6210\u80fd\u529b\u548c\u6f5c\u5728\u7a7a\u95f4\u7684\u8868\u793a\u4f18\u52bf\u3002\u6269\u6563\u6a21\u578b\u901a\u8fc7\u9010\u6b65\u5f15\u5165\u566a\u58f0\u751f\u6210\u6570\u636e\uff0c\u800c\u6f5c\u5728\u6269\u6563\u6a21\u578b\u5219\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u6267\u884c\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u751f\u6210\u6548\u7387\u5e76\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/p>\n\n\n\n<p>\u5728\u9ed8\u8ba4\u914d\u7f6e\u4e0b\uff0cImagen 3 \u80fd\u591f\u751f\u6210\u5206\u8fa8\u7387\u4e3a 1024\u00d71024 \u7684\u56fe\u50cf\uff0c\u5e76\u652f\u6301 2\u500d\u30014\u500d\u62168\u500d\u7684\u4e0a\u91c7\u6837\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u56fe\u50cf\u7684\u5206\u8fa8\u7387\u548c\u7ec6\u8282\u8868\u73b0\u529b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1.2 \u6570\u636e\u96c6\u4e0e\u9884\u5904\u7406<\/h5>\n\n\n\n<p>\u6a21\u578b\u8bad\u7ec3\u6240\u7528\u7684\u6570\u636e\u96c6\u5305\u62ec\u5927\u91cf\u914d\u5bf9\u7684\u56fe\u50cf\u548c\u6587\u672c\u63cf\u8ff0\u3002\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\uff0c\u8bba\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u591a\u9636\u6bb5\u7684\u6570\u636e\u8fc7\u6ee4\u8fc7\u7a0b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b89\u5168\u8fc7\u6ee4<\/strong>\uff1a\u79fb\u9664\u4e0d\u5b89\u5168\u3001\u66b4\u529b\u6216\u4f4e\u8d28\u91cf\u7684\u56fe\u50cf\u3002<\/li>\n\n\n\n<li><strong>\u53bb\u9664AI\u751f\u6210\u7684\u56fe\u50cf<\/strong>\uff1a\u907f\u514d\u6a21\u578b\u5b66\u4e60\u8fd9\u4e9b\u56fe\u50cf\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u4f2a\u5f71\u6216\u504f\u5dee\u3002<\/li>\n\n\n\n<li><strong>\u53bb\u91cd\u5904\u7406<\/strong>\uff1a\u51cf\u5c11\u8bad\u7ec3\u6570\u636e\u4e2d\u8fc7\u4e8e\u76f8\u4f3c\u7684\u56fe\u50cf\uff0c\u4ee5\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\u7279\u5b9a\u56fe\u50cf\u5143\u7d20\u3002<\/li>\n\n\n\n<li><strong>\u5408\u6210\u6807\u9898\u751f\u6210<\/strong>\uff1a\u901a\u8fc7Gemini\u6a21\u578b\u751f\u6210\u591a\u6837\u5316\u7684\u5408\u6210\u6807\u9898\uff0c\u63d0\u5347\u6570\u636e\u96c6\u7684\u8bed\u8a00\u591a\u6837\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">1.3 \u6a21\u578b\u8bad\u7ec3<\/h5>\n\n\n\n<p>\u6a21\u578b\u5728\u8c37\u6b4c\u6700\u65b0\u4e00\u4ee3\u7684TPU\u786c\u4ef6\u4e0a\u8bad\u7ec3\uff0c\u4f7f\u7528\u4e86JAX\u5e93\u8fdb\u884c\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u3002TPU\u786c\u4ef6\u7279\u522b\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u6240\u9700\u7684\u5de8\u5927\u8ba1\u7b97\u91cf\uff0c\u5e76\u901a\u8fc7\u9ad8\u5e26\u5bbd\u5185\u5b58\u652f\u6301\u66f4\u5927\u7684\u6a21\u578b\u548c\u6279\u91cf\u5904\u7406\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6a21\u578b\u8bc4\u4f30<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">2.1 \u4eba\u5de5\u8bc4\u4f30<\/h5>\n\n\n\n<p>\u8bba\u6587\u4e2d\u5bf9Imagen 3\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u4eba\u5de5\u8bc4\u4f30\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u603b\u4f53\u504f\u597d<\/strong>\uff1a\u8bc4\u4ef7\u7528\u6237\u5bf9\u751f\u6210\u56fe\u50cf\u7684\u6574\u4f53\u6ee1\u610f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u63d0\u793a-\u56fe\u50cf\u5bf9\u9f50<\/strong>\uff1a\u8bc4\u4f30\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u8f93\u5165\u6587\u672c\u63d0\u793a\u7684\u5339\u914d\u7a0b\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u5438\u5f15\u529b<\/strong>\uff1a\u8861\u91cf\u56fe\u50cf\u7684\u7f8e\u89c2\u5ea6\uff0c\u4e0d\u8003\u8651\u5185\u5bb9\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282\u63d0\u793a\u5bf9\u9f50<\/strong>\uff1a\u7279\u522b\u9488\u5bf9\u590d\u6742\u957f\u6587\u672c\u63d0\u793a\u7684\u56fe\u50cf\u751f\u6210\u80fd\u529b\u8fdb\u884c\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li><strong>\u6570\u503c\u63a8\u7406<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u751f\u6210\u5305\u542b\u7279\u5b9a\u6570\u91cf\u5bf9\u8c61\u7684\u56fe\u50cf\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u4e0d\u540c\u6a21\u578b\u7684\u6bd4\u8f83\uff0c\u5982DALL\u00b7E 3\u3001Midjourney v6\u548cStable Diffusion 3\uff0cImagen 3\u5728\u5927\u90e8\u5206\u8bc4\u4f30\u6307\u6807\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u5c24\u5176\u662f\u5728\u7ec6\u8282\u63d0\u793a\u5bf9\u9f50\u548c\u6570\u503c\u63a8\u7406\u65b9\u9762\uff0c\u663e\u793a\u51fa\u4e86\u9886\u5148\u4f18\u52bf\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.2 \u81ea\u52a8\u5316\u8bc4\u4f30<\/h5>\n\n\n\n<p>\u9664\u4e86\u4eba\u5de5\u8bc4\u4f30\uff0c\u8bba\u6587\u8fd8\u4f7f\u7528\u4e86\u51e0\u79cd\u81ea\u52a8\u5316\u8bc4\u4f30\u65b9\u6cd5\u6765\u8861\u91cf\u6a21\u578b\u7684\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CLIP<\/strong>\uff1a\u4e00\u79cd\u5e38\u89c1\u7684\u5bf9\u6bd4\u7f16\u7801\u5668\uff0c\u7528\u4e8e\u8bc4\u4f30\u6587\u672c\u4e0e\u56fe\u50cf\u7684\u5bf9\u9f50\u5ea6\u3002<\/li>\n\n\n\n<li><strong>VQAScore<\/strong>\uff1a\u57fa\u4e8e\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u66f4\u7ec6\u7c92\u5ea6\u7684\u56fe\u50cf\u5185\u5bb9\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cVQAScore\u5728\u8bc4\u4f30\u6587\u672c-\u56fe\u50cf\u5bf9\u9f50\u65f6\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u51c6\u786e\u6027\uff0c\u4e0e\u4eba\u5de5\u8bc4\u4f30\u7684\u76f8\u5173\u6027\u8fbe\u5230\u4e8680%\u3002\u8fd9\u8868\u660eVQAScore\u5728\u533a\u5206\u76f8\u4f3c\u6a21\u578b\u65f6\u6bd4CLIP\u66f4\u4e3a\u53ef\u9760\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u8d23\u4efb\u4e0e\u5b89\u5168\u6027<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">3.1 \u5b89\u5168\u63aa\u65bd<\/h5>\n\n\n\n<p>\u5728\u8bad\u7ec3\u548c\u90e8\u7f72\u8fc7\u7a0b\u4e2d\uff0c\u8bba\u6587\u5f3a\u8c03\u4e86\u5bf9\u5b89\u5168\u548c\u8d23\u4efb\u95ee\u9898\u7684\u91cd\u89c6\u3002\u5177\u4f53\u63aa\u65bd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u9884\u5904\u7406<\/strong>\uff1a\u5305\u62ec\u6570\u636e\u8fc7\u6ee4\u3001\u53bb\u91cd\u548c\u751f\u6210\u591a\u6837\u5316\u7684\u5408\u6210\u6807\u9898\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u4e0d\u4f1a\u751f\u6210\u6f5c\u5728\u6709\u5bb3\u7684\u5185\u5bb9\u3002<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u540e\u5904\u7406<\/strong>\uff1a\u4f7f\u7528\u5de5\u5177\u5982SynthID\u6c34\u5370\u6280\u672f\uff0c\u5bf9\u751f\u6210\u5185\u5bb9\u8fdb\u884c\u6807\u8bb0\uff0c\u4ee5\u51cf\u5c11\u8bef\u7528\u6216\u9519\u8bef\u4fe1\u606f\u4f20\u64ad\u7684\u98ce\u9669\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3.2 \u516c\u5e73\u6027\u8bc4\u4f30<\/h5>\n\n\n\n<p>\u4e3a\u4e86\u907f\u514d\u751f\u6210\u56fe\u50cf\u4e2d\u51fa\u73b0\u7684\u6027\u522b\u3001\u5e74\u9f84\u6216\u80a4\u8272\u7684\u504f\u89c1\uff0c\u8bba\u6587\u4e2d\u5bf9\u6a21\u578b\u751f\u6210\u7684\u4eba\u7269\u56fe\u50cf\u8fdb\u884c\u4e86\u81ea\u52a8\u5316\u7684\u516c\u5e73\u6027\u8bc4\u4f30\u3002\u7ed3\u679c\u8868\u660e\uff0cImagen 3 \u5728\u51cf\u5c11\u8fd9\u4e9b\u504f\u89c1\u65b9\u9762\u8868\u73b0\u4f18\u4e8e\u4e4b\u524d\u7684\u7248\u672c\uff08Imagen 2\uff09\uff0c\u5c24\u5176\u662f\u5728\u751f\u6210\u66f4\u5177\u591a\u6837\u6027\u7684\u4eba\u7269\u5f62\u8c61\u65b9\u9762\u6709\u663e\u8457\u63d0\u5347\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u6a21\u578b\u5c40\u9650\u6027\u4e0e\u672a\u6765\u65b9\u5411<\/h4>\n\n\n\n<p>\u5c3d\u7ba1Imagen 3\u5728\u591a\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u8bba\u6587\u4e5f\u6307\u51fa\u4e86\u5176\u5c40\u9650\u6027\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u6d89\u53ca\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff08\u5982\u6570\u503c\u63a8\u7406\u548c\u7a7a\u95f4\u63a8\u7406\uff09\u65f6\u4ecd\u5b58\u5728\u6311\u6218\u3002\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u53ef\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/strong>\uff1a\u7279\u522b\u662f\u5728\u6d89\u53ca\u6570\u91cf\u3001\u89c4\u6a21\u548c\u7ec4\u5408\u573a\u666f\u7684\u751f\u6210\u4efb\u52a1\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u8fdb\u4e00\u6b65\u63d0\u9ad8\u516c\u5e73\u6027<\/strong>\uff1a\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u8bc4\u4f30\u6d41\u7a0b\uff0c\u51cf\u5c11\u751f\u6210\u56fe\u50cf\u4e2d\u7684\u6f5c\u5728\u504f\u89c1\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Imagen 3 \u662f\u7531\u8c37\u6b4c\u56e2\u961f\u5f00\u53d1\u7684\u6700\u65b0\u6587\u672c\u751f\u6210\u56fe\u50cf\uff08Text-to-Image, T2I\uff09\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4e3a\u6f5c\u5728 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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