{"id":1797,"date":"2022-12-14T15:35:40","date_gmt":"2022-12-14T07:35:40","guid":{"rendered":"https:\/\/qishiya.com\/?p=1797"},"modified":"2022-12-14T15:45:28","modified_gmt":"2022-12-14T07:45:28","slug":"%e4%bb%80%e4%b9%88%e6%98%af-latent-space","status":"publish","type":"post","link":"https:\/\/qishiya.com\/?p=1797","title":{"rendered":"<strong>\u4ec0\u4e48\u662f Latent Space<\/strong>"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6700\u8fd1\u5728\u770b Stable Diffussion \u7684\u76f8\u5173\u539f\u7406\u6027\u7684\u77e5\u8bc6\uff0c\u9047\u5230\u4e00\u4e2a Laten Space \u7684\u6982\u5ff5\uff0c\u53d1\u73b0\u6709\u4eba\u5199\u4e00\u4e2a\u6587\u7ae0\uff0c\u975e\u5e38\u5f62\u50cf\u7684\u89e3\u91ca\u7684\u4e86\u4ec0\u4e48\u53eb\u505a Latent Space \uff0c\u4ed6\u6709\u4ec0\u4e48\u7528\uff1f\u8fd8\u6709\u4ee3\u7801\u600e\u4e48\u6837\u53bb\u5b9e\u73b0\u4e4b\u7c7b\u7684\u601d\u8def\uff0c\u975e\u5e38\u503c\u5f97\u63a8\u8350\u4e00\u8bfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u8ba9\u6211\u5f62\u50cf\u7684\u7406\u89e3\u4e86 Autoencoders \u7684\u601d\u8def\uff0c<a href=\"https:\/\/towardsdatascience.com\/understanding-latent-space-in-machine-learning-de5a7c687d8d\">Understanding Latent Space in Machine Learning | by Ekin Tiu | Towards Data Science<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img decoding=\"async\" src=\"https:\/\/tutu-1252436247.cos.ap-beijing.myqcloud.com\/2022\/12\/20221214nzZRRH.jpg\" alt=\"Latent Space\"\/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_61 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >\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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ff6200;color:#ff6200\" 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: #ff6200;color:#ff6200\" 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:\/\/qishiya.com\/?p=1797\/#%E4%BB%80%E4%B9%88%E6%98%AFLatent_Space%EF%BC%9F\" title=\"\u4ec0\u4e48\u662fLatent Space\uff1f\">\u4ec0\u4e48\u662fLatent Space\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/qishiya.com\/?p=1797\/#%E4%B8%BE%E4%BE%8B\" title=\"\u4e3e\u4f8b\">\u4e3e\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/qishiya.com\/?p=1797\/#%E6%80%8E%E4%B9%88%E6%A0%B7%E5%AF%B9_Latent_Space_%E8%BF%9B%E8%A1%8C%E5%8F%AF%E8%A7%86%E5%8C%96\" title=\"\u600e\u4e48\u6837\u5bf9 Latent Space \u8fdb\u884c\u53ef\u89c6\u5316\">\u600e\u4e48\u6837\u5bf9 Latent Space \u8fdb\u884c\u53ef\u89c6\u5316<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BB%80%E4%B9%88%E6%98%AFLatent_Space%EF%BC%9F\"><\/span>\u4ec0\u4e48\u662fLatent Space\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6211\u5fc5\u987b\u7528\u4e00\u53e5\u8bdd\u6765\u63cf\u8ff0Latent Space\uff0c\u6570\u636e\u538b\u7f29\u7684\u8868\u793a\u65b9\u6cd5<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%BE%E4%BE%8B\"><\/span>\u4e3e\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u8fd9\u4e2a\u4f8b\u5b50\u975e\u5e38\u5f62\u50cf\u5316\u7684\u53bb\u7406\u89e3 Latent Space\uff0c\u5c31\u662f\u5bf9\u8fd9\u4e9b\u5bf9\u8c61\u63d0\u53d6\u91cd\u8981\u7684\u7279\u5f81\uff0c\u76f8\u4f3c\u5bf9\u8c61\u7684\u7279\u5f81\u5e94\u8be5\u66f4\u52a0\u63a5\u8fd1\uff0c\u6bd4\u5982\u4e0b\u56fe\u4e2d\u7684\u51e0\u4e2a\u6905\u5b50\u7684\u7279\u5f81\u548c\u684c\u5b50\u7684\u7279\u5f81\u80af\u5b9a\u4e0d\u4e00\u6837\uff0c\u51e0\u4e2a\u6905\u5b50\u7684\u7279\u5f81\u66f4\u52a0\u76f8\u4f3c\uff0c\u56e0\u6b64\u53ef\u4ee5\u53bb\u6389\u4e00\u4e9b\u6905\u5b50\u591a\u4f59\u7684\u7279\u5f81\uff0c\u5982\u989c\u8272\uff0c\u53ea\u4fdd\u7559\u91cd\u8981\u7684\u4e00\u4e9b\u7279\u5f81\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6211\u4eec\u770b\u8fd9\u526f\u56fe\u50cf\uff0c\u56db\u5f20\u6905\u5b50\u548c\u4e00\u5f20\u684c\u5b50\uff0c\u6211\u4eec\u5f88\u5bb9\u6613\u8bf4\u8fd9\u56db\u5f20\u6905\u5b50\u56fe\u50cf\u6700\u76f8\u4f3c\uff0c\u800c\u684c\u5b50\u4e0e\u4efb\u4f55\u4e00\u5f20\u6905\u5b50\u56fe\u50cf\u7684\u5dee\u5f02\u6700\u5927\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img decoding=\"async\" src=\"https:\/\/tutu-1252436247.cos.ap-beijing.myqcloud.com\/2022\/12\/202212146uQ4Kq.jpg\" alt=\"202212146uQ4Kq\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u662f\uff0c\u662f\u4ec0\u4e48\u8ba9\u8fd9\u4e24\u5f20\u6905\u5b50\u7684\u56fe\u50cf\u201c\u66f4\u76f8\u4f3c\u201d\uff1f\u6905\u5b50\u5177\u6709\u660e\u663e\u7684\u7279\u5f81\uff08\u5373\u9760\u80cc\u3001\u65e0\u62bd\u5c49\u3001\u817f\u4e4b\u95f4\u7684\u8fde\u63a5\uff09\u3002\u901a\u8fc7\u5b66\u4e60\u8fb9\u7f18\u3001\u89d2\u5ea6\u7b49\u65b9\u9762\u7684\u6a21\u5f0f\uff0c\u6211\u4eec\u7684\u6a21\u578b\u90fd\u53ef\u4ee5\u201c\u7406\u89e3\u201d\u8fd9\u4e9b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u968f\u7740\u7ef4\u6570\u7684\u51cf\u5c11\uff0c\u6bcf\u4e2a\u56fe\u50cf\uff08\u5373\u6905\u5b50\u989c\u8272\uff09\u4e0d\u540c\u7684\u201c\u65e0\u5173\u201d\u4fe1\u606f\u4ece\u6211\u4eec\u7684\u6f5c\u7a7a\u95f4\uff08Latent Space\uff09\u8868\u793a\u4e2d\u201c\u79fb\u9664\u201d\uff0c\u56e0\u4e3a\u53ea\u6709\u6bcf\u4e2a\u56fe\u50cf\u6700\u91cd\u8981\u7684\u7279\u5f81\u5b58\u50a8\u5728\u6f5c\u5728\u7a7a\u95f4\u8868\u793a\u4e2d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u679c\uff0c\u5f53\u6211\u4eec\u964d\u4f4e\u7ef4\u5ea6\u65f6\uff0c\u4e24\u628a\u6905\u5b50\u7684\u8868\u793a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d8\u5f97\u4e0d\u90a3\u4e48\u660e\u663e\u800c\u66f4\u76f8\u4f3c\u3002\u5982\u679c\u6211\u4eec\u60f3\u8c61\u5b83\u4eec\u5728\u7a7a\u95f4\u4e2d\uff0c\u5b83\u4eec\u4f1a\u201c\u66f4\u9760\u8fd1\u201d\u5728\u4e00\u8d77\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%80%8E%E4%B9%88%E6%A0%B7%E5%AF%B9_Latent_Space_%E8%BF%9B%E8%A1%8C%E5%8F%AF%E8%A7%86%E5%8C%96\"><\/span>\u600e\u4e48\u6837\u5bf9 Latent Space \u8fdb\u884c\u53ef\u89c6\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/hackernoon.com\/latent-space-visualization-deep-learning-bits-2-bd09a46920df\">Latent space visualization \u2014 Deep Learning bits #2 | HackerNoon<\/a> \u505a\u4e86\u4e00\u4e2a Latent Space \u7684\u53ef\u89c6\u5316\uff0c\u975e\u5e38\u65b9\u4fbf\u7406\u89e3\u751f\u6210\u7684\u903b\u8f91\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u5728\u770b Stable Diffussion \u7684\u76f8\u5173\u539f\u7406\u6027\u7684\u77e5\u8bc6\uff0c\u9047\u5230\u4e00\u4e2a Laten Space \u7684\u6982\u5ff5\uff0c\u53d1\u73b0\u6709\u4eba\u5199\u4e00\u4e2a\u6587\u7ae0\uff0c\u975e\u5e38\u5f62\u50cf\u7684\u89e3\u91ca\u7684\u4e86\u4ec0\u4e48\u53eb\u505a Latent Space \uff0c\u4ed6\u6709\u4ec0\u4e48\u7528\uff1f\u8fd8\u6709\u4ee3\u7801\u600e\u4e48\u6837\u53bb\u5b9e\u73b0\u4e4b\u7c7b\u7684\u601d\u8def\uff0c\u975e\u5e38\u503c\u5f97\u63a8\u8350 &#8230; <a title=\"\u4ec0\u4e48\u662f Latent Space\" class=\"read-more\" href=\"https:\/\/qishiya.com\/?p=1797\" aria-label=\"\u66f4\u591a \u4ec0\u4e48\u662f Latent Space\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"templates\/template-full-width.php","format":"standard","meta":{"footnotes":""},"categories":[573],"tags":[575,574,560],"class_list":["post-1797","post","type-post","status-publish","format-standard","hentry","category-stable-diffusion","tag-autoencoders","tag-latent-space","tag-stable-diffusion"],"_links":{"self":[{"href":"https:\/\/qishiya.com\/index.php?rest_route=\/wp\/v2\/posts\/1797","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qishiya.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qishiya.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qishiya.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/qishiya.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1797"}],"version-history":[{"count":2,"href":"https:\/\/qishiya.com\/index.php?rest_route=\/wp\/v2\/posts\/1797\/revisions"}],"predecessor-version":[{"id":1799,"href":"https:\/\/qishiya.com\/index.php?rest_route=\/wp\/v2\/posts\/1797\/revisions\/1799"}],"wp:attachment":[{"href":"https:\/\/qishiya.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1797"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qishiya.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1797"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qishiya.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}