{"id":23955,"date":"2022-12-16T10:25:51","date_gmt":"2022-12-16T10:25:51","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2022\/12\/16\/how-ai-image-generators-work-like-dall-e-lensa-and-stable-diffusion\/"},"modified":"2022-12-16T10:25:51","modified_gmt":"2022-12-16T10:25:51","slug":"how-ai-image-generators-work-like-dall-e-lensa-and-stable-diffusion","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2022\/12\/16\/how-ai-image-generators-work-like-dall-e-lensa-and-stable-diffusion\/","title":{"rendered":"How AI image generators work, like DALL-E, Lensa and stable diffusion"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div id=\"main-content\">\n<div class=\"flex items-center flex-wrap\">\n<div class=\"pa-lg video-container relative\">\n<p>AI<\/p>\n<p><canvas class=\"\" width=\"100\" height=\"100\"\/><img decoding=\"async\" class=\"hidden dn\" id=\"noise\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.washingtonpost.com\/graphics\/technology\/2022\/ai-image-generator\/\/img\/noise-2.0.jpg\" alt=\"Random noise\"\/><\/div>\n<\/div>\n<p><noscript><\/p>\n<p>Warning: This graphic requires JavaScript. Please enable JavaScript for the best experience.<\/p>\n<p><\/noscript><\/div>\n<div>\n<div class=\"nested-elements relative \">\n<div class=\"dropdown-wrapper ml-auto mr-auto pl-xl\">\n<p class=\"pb-xs pt-xs\"><span class=\"va-m mr-xs mb-xxs dib\">Customize your experience by changing the prompts below<\/span><\/p>\n<\/div>\n<p text=\"A strange and powerful collaborator is waiting for you. Offer it just a few words, and it will create an original scene, based on your description.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">A strange and powerful collaborator is waiting for you. Offer it just a few words, and it will create an original scene, based on your description.<\/p>\n<div class=\"mw-md inner-float-left-sm mr-auto ml-auto\">\n<figure data-qa=\"sc-figure-image\" class=\"relative pt-sm pb-lg mw-md ma-auto pr-sm-ns pl-sm-ns pr-0 pl-0\">\n<div data-qa=\"sc-skeleton-image\" class=\"font-0 aspect-custom db w-100 filter transition\"><canvas class=\"\" width=\"100\" height=\"100\"\/><img decoding=\"async\" class=\"hidden dn\" id=\"noise\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.washingtonpost.com\/graphics\/technology\/2022\/ai-image-generator\/\/img\/noise-2.0.jpg\" alt=\"Random noise\"\/><\/div>\n<\/figure>\n<\/div>\n<p text=\"This is artificial-intelligence-generated imagery, a rapidly&lt;a href=&quot;https:\/\/www.washingtonpost.com\/technology\/interactive\/2022\/artificial-intelligence-images-dall-e\/?itid=lk_inline_enhanced-template&quot; target=&quot;_blank&quot;&gt; emerging technology &lt;\/a&gt;now in the hands of anyone with a smart phone.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">This is artificial-intelligence-generated imagery, a rapidly<a href=\"https:\/\/www.washingtonpost.com\/technology\/interactive\/2022\/artificial-intelligence-images-dall-e\/?itid=lk_inline_enhanced-template\" target=\"_blank\" rel=\"noopener\"> emerging technology <\/a>now in the hands of anyone with a smart phone.<\/p>\n<p text=\"The results can be astonishing: crisp, beautiful, fantastical and sometimes eerily realistic. But they can also be muddy and grotesque: warped faces, gobbledygook street signs and distorted architecture.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">The results can be astonishing: crisp, beautiful, fantastical and sometimes eerily realistic. But they can also be muddy and grotesque: warped faces, gobbledygook street signs and distorted architecture.<\/p>\n<p text=\"How does it work? Keep scrolling to learn step by step how the process unfolds.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">How does it work? Keep scrolling to learn step by step how the process unfolds.<\/p>\n<div>\n<div class=\"mw-lg ml-auto mr-auto ad--desktop\">\n<div aria-hidden=\"true\" class=\"hide-for-print relative flex justify-center content-box items-center b bh mb-lg mt-lg pt-md pb-md flex\" style=\"min-height:250px;border-top-color:transparent;border-bottom-color:\">\n<div class=\"center absolute w-100 border-box\" style=\"top:-9px\">\n<p>Story continues below advertisement<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mw-lg ml-auto mr-auto ad--mobile\">\n<div aria-hidden=\"true\" class=\"hide-for-print relative flex justify-center content-box items-center b bh mb-lg mt-lg pt-md pb-md flex\" style=\"border-top-color:transparent;border-bottom-color:\">\n<div class=\"center absolute w-100 border-box\" style=\"top:-9px\">\n<p>Story continues below advertisement<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mt-xl mw-xl ml-auto mr-auto madlibs-full-dropdown\">\n<div class=\"dropdown-wrapper center-ns\">\n<h2 class=\"bold font-sm\">Try out your own AI-generated images<\/h2>\n<p class=\"pb-xs\"><span class=\"va-m mr-xs mb-xxs dib\">Select a prompt from the options below, or<\/span><span class=\"dib va-m mb-xxs dib\"><button class=\"wpds-c-jmLDag wpds-c-jmLDag-SQjOY-variant-secondary wpds-c-jmLDag-biynoz-density-compact wpds-c-jmLDag-ejCoEP-icon-left\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"content-box wpds-c-fBqPWp\" width=\"16\" height=\"16\" viewbox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\" role=\"img\"><title>Switch<\/title><path d=\"M5.49 4.19h7.39l-1.69 1.69.71.7 2.89-2.89L11.9.81l-.71.7 1.69 1.68H5.49a4 4 0 0 0-4 4h1a3 3 0 0 1 3-3Zm5.1 7.3H3.21l1.68-1.68-.71-.71L1.29 12l2.89 2.89.71-.71-1.68-1.69h7.38a4 4 0 0 0 4-4h-1a3 3 0 0 1-3 3Z\" fill-rule=\"nonzero\"\/><\/svg>Randomize<\/button><\/span><\/p>\n<\/div>\n<\/div>\n<div class=\"mt-sm mb-xl mw-lg ml-auto mr-auto pl-sm pr-sm flex flex-wrap justify-between madlibs-full-wrapper\">\n<div class=\"mb-md center madlibs-image-wrapper\">\n<p class=\"center madlibs-style-label\">a photo<\/p>\n<p><canvas class=\"\" width=\"35\" height=\"35\"\/><img decoding=\"async\" class=\"hidden dn\" id=\"noise\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.washingtonpost.com\/graphics\/technology\/2022\/ai-image-generator\/\/img\/noise-2.0.jpg\" alt=\"Random noise\"\/><\/div>\n<div class=\"mb-md center madlibs-image-wrapper\">\n<p class=\"center madlibs-style-label\">Van Gogh<\/p>\n<p><canvas class=\"\" width=\"35\" height=\"35\"\/><img decoding=\"async\" class=\"hidden dn\" id=\"noise\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.washingtonpost.com\/graphics\/technology\/2022\/ai-image-generator\/\/img\/noise-2.0.jpg\" alt=\"Random noise\"\/><\/div>\n<div class=\"mb-md center madlibs-image-wrapper\">\n<p class=\"center madlibs-style-label\">stained glass<\/p>\n<p><canvas class=\"\" width=\"35\" height=\"35\"\/><img decoding=\"async\" class=\"hidden dn\" id=\"noise\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.washingtonpost.com\/graphics\/technology\/2022\/ai-image-generator\/\/img\/noise-2.0.jpg\" alt=\"Random noise\"\/><\/div>\n<div class=\"mb-md center madlibs-image-wrapper\">\n<p class=\"center madlibs-style-label\">a magazine cover<\/p>\n<p><canvas class=\"\" width=\"35\" height=\"35\"\/><img decoding=\"async\" class=\"hidden dn\" id=\"noise\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.washingtonpost.com\/graphics\/technology\/2022\/ai-image-generator\/\/img\/noise-2.0.jpg\" alt=\"Random noise\"\/><\/div>\n<\/div>\n<p text=\"Like many frontier technologies, AI-generated artwork raises a host of knotty legal, ethical and moral issues. The raw data used to train the models is drawn straight from the internet, causing image generators to parrot many of the biases found online. That means they may reinforce incorrect assumptions about race, class, age and gender.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">Like many frontier technologies, AI-generated artwork raises a host of knotty legal, ethical and moral issues. The raw data used to train the models is drawn straight from the internet, causing image generators to parrot many of the biases found online. That means they may reinforce incorrect assumptions about race, class, age and gender.<\/p>\n<p text=\"The data sets used for training also often include copyrighted images. This outrages some artists and photographers whose work is ingested into the computer &lt;a href=&quot;https:\/\/www.washingtonpost.com\/technology\/2022\/12\/09\/lensa-apps-magic-avatars-ai-stolen-data-compromised-ethics\/?itid=lk_inline_enhanced-template&quot; target=&quot;_blank&quot;&gt;without their permission or compensation&lt;\/a&gt;.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">The data sets used for training also often include copyrighted images. This outrages some artists and photographers whose work is ingested into the computer <a href=\"https:\/\/www.washingtonpost.com\/technology\/2022\/12\/09\/lensa-apps-magic-avatars-ai-stolen-data-compromised-ethics\/?itid=lk_inline_enhanced-template\" target=\"_blank\" rel=\"noopener\">without their permission or compensation<\/a>.<\/p>\n<p class=\"font--body font-copy color-gray-darkest pb-md italic mw-md ma-auto pr-sm pl-sm \">[<a href=\"https:\/\/www.washingtonpost.com\/technology\/2022\/12\/08\/lensa-ai-portraits\/?itid=lk_interstitial_enhanced-template\" target=\"_blank\" rel=\"noopener noreferrer\">AI selfies \u2014 and their critics \u2014 are taking the internet by storm<\/a>]\n<div>\n<div class=\"mw-lg ml-auto mr-auto ad--desktop\">\n<div aria-hidden=\"true\" class=\"hide-for-print relative flex justify-center content-box items-center b bh mb-lg mt-lg pt-md pb-md flex\" style=\"min-height:250px;border-top-color:transparent;border-bottom-color:\">\n<div class=\"center absolute w-100 border-box\" style=\"top:-9px\">\n<p>Story continues below advertisement<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mw-lg ml-auto mr-auto ad--mobile\">\n<div aria-hidden=\"true\" class=\"hide-for-print relative flex justify-center content-box items-center b bh mb-lg mt-lg pt-md pb-md flex\" style=\"border-top-color:transparent;border-bottom-color:\">\n<div class=\"center absolute w-100 border-box\" style=\"top:-9px\">\n<p>Story continues below advertisement<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p text=\"Meanwhile, the risk of creating and amplifying disinformation is enormous. Which is why it is important to understand how the technology actually works, whether to create a Van Gogh that the artist never painted, or a scene from the Jan. 6 attack on the U.S. Capitol that never appeared in any photographer&amp;#x2019;s viewfinder.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">Meanwhile, the risk of creating and amplifying disinformation is enormous. Which is why it is important to understand how the technology actually works, whether to create a Van Gogh that the artist never painted, or a scene from the Jan. 6 attack on the U.S. Capitol that never appeared in any photographer\u2019s viewfinder.<\/p>\n<p text=\"Faster than society can reckon with and resolve these issues, artificial intelligence technologies are racing ahead.\" class=\"wpds-c-hcZlgz wpds-c-hcZlgz-bkfjoi-font-georgia wpds-c-hcZlgz-jDmrXh-width-mdCenter wpds-c-hcZlgz-iPJLV-css mw-md pb-md font--article-body font-copy ma-auto pl-sm pr-sm\">Faster than society can reckon with and resolve these issues, artificial intelligence technologies are racing ahead.<\/p>\n<div class=\"about-card-section card\">\n<div class=\"mw-md pl-sm pr-sm ma-auto mb-md\">\n<div class=\"b brad-2 shadow pt-sm pl-sm pr-sm\">\n<h5 class=\"mb-xs font-xxs \">About this story<\/h5>\n<p class=\"font--meta-text mb-xs \">The Washington Post generated the AI images shown in this article using <a href=\"https:\/\/huggingface.co\/stabilityai\/stable-diffusion-2?itid=lk_inline_enhanced-template\" target=\"_blank\" rel=\"noopener\">stable diffusion 2.0<\/a>. Each image was generated using the same settings and seed, meaning the \u201cnoise\u201d used as the starting point was the same for each image.<\/p>\n<p class=\"font--meta-text mb-xs \">The animations on this page show the actual de-noising process. We tweaked the stable diffusion code to save intermediate images as the de-noising process occurred.<\/p>\n<p class=\"font--meta-text mb-xs \">In addition to interviewing researchers and examining the diffusion model in detail, The Washington Post analyzed the images used to train stable diffusion for the database section of this story. The images selected for this explainer were either from stable diffusion\u2019s database and in the public domain or licensed by The Post, or closely resembled the images. The database of images used to train stable diffusion includes copyrighted images that we do not have the rights to publish.<\/p>\n<p class=\"font--meta-text mb-xs pb-xs\">Editing by <a href=\"https:\/\/www.washingtonpost.com\/people\/karly-domb-sadof\/?itid=lk_inline_enhanced-template\" target=\"_blank\" rel=\"noopener\">Karly Domb Sadof<\/a>, <a href=\"https:\/\/www.washingtonpost.com\/people\/reuben-fischer-baum\/?itid=lk_inline_enhanced-template\" target=\"_blank\" rel=\"noopener\">Reuben Fischer-Baum<\/a> and <a href=\"https:\/\/www.washingtonpost.com\/people\/ann-gerhart\/?itid=lk_inline_enhanced-template\" target=\"_blank\" rel=\"noopener\">Ann Gerhart<\/a>. Copy-editing by Paola Ruano.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.washingtonpost.com\/technology\/interactive\/2022\/ai-image-generator\/?utm_source=rss&#038;utm_medium=referral&#038;utm_campaign=wp_business-technology\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI Warning: This graphic requires JavaScript. Please enable JavaScript for the best experience. Customize your experience by changing the prompts below A strange and powerful&#8230;<\/p>\n","protected":false},"author":1,"featured_media":23956,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-23955","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How AI image generators work, like DALL-E, Lensa and stable diffusion - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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