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.infobox-3cols-child{margin:auto}.mw-parser-output .infobox .navbar{font-size:100%}@media screen{html.skin-theme-clientpref-night .mw-parser-output .infobox-full-data:not(.notheme)>div:not(.notheme)[style]{background:#1f1f23!important;color:#f8f9fa}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .infobox-full-data:not(.notheme) div:not(.notheme){background:#1f1f23!important;color:#f8f9fa}}@media(min-width:640px){body.skin--responsive .mw-parser-output .infobox-table{display:table!important}body.skin--responsive .mw-parser-output .infobox-table>caption{display:table-caption!important}body.skin--responsive .mw-parser-output .infobox-table>tbody{display:table-row-group}body.skin--responsive .mw-parser-output .infobox-table tr{display:table-row!important}body.skin--responsive .mw-parser-output .infobox-table th,body.skin--responsive .mw-parser-output .infobox-table td{padding-left:inherit;padding-right:inherit}}</style><table class="infobox vevent"><caption class="infobox-title summary">Dream Machine</caption><tbody><tr><td colspan="2" class="infobox-image logo"><span typeof="mw:File"><span><video id="mwe_player_0" poster="//upload.wikimedia.org/wikipedia/commons/thumb/5/5c/Dream_Machine_Egypt_animation.webm/270px--Dream_Machine_Egypt_animation.webm.jpg" controls="" preload="none" data-mw-tmh="" class="mw-file-element" width="270" height="149" data-durationhint="6" data-mwtitle="Dream_Machine_Egypt_animation.webm" data-mwprovider="wikimediacommons"><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/5/5c/Dream_Machine_Egypt_animation.webm/Dream_Machine_Egypt_animation.webm.480p.vp9.webm" type="video/webm; codecs="vp9, opus"" data-transcodekey="480p.vp9.webm" data-width="854" data-height="472" /><source src="//upload.wikimedia.org/wikipedia/commons/5/5c/Dream_Machine_Egypt_animation.webm" type="video/webm; codecs="vp9"" data-width="1302" data-height="720" /><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/5/5c/Dream_Machine_Egypt_animation.webm/Dream_Machine_Egypt_animation.webm.720p.vp9.webm" type="video/webm; codecs="vp9, opus"" data-transcodekey="720p.vp9.webm" data-width="1280" data-height="708" /><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/5/5c/Dream_Machine_Egypt_animation.webm/Dream_Machine_Egypt_animation.webm.144p.mjpeg.mov" type="video/quicktime" data-transcodekey="144p.mjpeg.mov" data-width="256" data-height="142" /><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/5/5c/Dream_Machine_Egypt_animation.webm/Dream_Machine_Egypt_animation.webm.240p.vp9.webm" type="video/webm; codecs="vp9, opus"" data-transcodekey="240p.vp9.webm" data-width="426" data-height="236" /><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/5/5c/Dream_Machine_Egypt_animation.webm/Dream_Machine_Egypt_animation.webm.360p.vp9.webm" type="video/webm; codecs="vp9, opus"" data-transcodekey="360p.vp9.webm" data-width="640" data-height="354" /><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/5/5c/Dream_Machine_Egypt_animation.webm/Dream_Machine_Egypt_animation.webm.360p.webm" type="video/webm; codecs="vp8, vorbis"" data-transcodekey="360p.webm" data-width="640" data-height="354" /></video></span></span><div class="infobox-caption">A video created with Dream Machine by director Ellenor Argyropoulos of an <a href="/wiki/Ancient_Egypt" title="Ancient Egypt">ancient Egyptian</a> girl</div></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Programmer" title="Programmer">Developer(s)</a></th><td class="infobox-data">Luma Labs</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Initial release</th><td class="infobox-data">June 12, 2024</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Software_categories#Categorization_approaches" title="Software categories">Type</a></th><td class="infobox-data"><a href="/wiki/Text-to-video_model" title="Text-to-video model">Text-to-video model</a></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Website</th><td class="infobox-data"><span class="url"><a rel="nofollow" class="external text" href="https://lumalabs.ai/dream-machine">lumalabs.ai/dream-machine</a></span></td></tr></tbody></table> <p><b>Dream Machine</b> is a <a href="/wiki/Text-to-video_model" title="Text-to-video model">text-to-video model</a> created by Luma Labs and launched in June 2024. It <a href="/wiki/Generative_artificial_intelligence" title="Generative artificial intelligence">generates</a> video output based on user <a href="/wiki/Prompt_engineering" title="Prompt engineering">prompts</a> or still images. Dream Machine has been noted for its ability to realistically capture motion, while some critics have remarked upon the lack of transparency about its <a href="/wiki/Training,_validation,_and_test_data_sets" title="Training, validation, and test data sets">training data</a>. Upon the program's release, users on social media created moving versions of various <a href="/wiki/Internet_meme" title="Internet meme">Internet memes</a>. </p> <meta property="mw:PageProp/toc" /> <div class="mw-heading mw-heading2"><h2 id="History">History</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Dream_Machine_(text-to-video_model)&action=edit&section=1" title="Edit section: History"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <figure class="mw-default-size" typeof="mw:File/Thumb"><a href="/wiki/File:Monster_Camp_Screenshot.jpg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/1/1c/Monster_Camp_Screenshot.jpg/220px-Monster_Camp_Screenshot.jpg" decoding="async" width="220" height="124" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/1/1c/Monster_Camp_Screenshot.jpg/330px-Monster_Camp_Screenshot.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/1/1c/Monster_Camp_Screenshot.jpg/440px-Monster_Camp_Screenshot.jpg 2x" data-file-width="1290" data-file-height="729" /></a><figcaption><i>Monster Camp</i>, a movie trailer generated by Dream Machine, features the <i><a href="/wiki/Monsters,_Inc._(franchise)" title="Monsters, Inc. (franchise)">Monsters, Inc.</a></i> character <a href="/wiki/Mike_Wazowski" title="Mike Wazowski">Mike Wazowski</a> in the background of one scene.</figcaption></figure> <p>Dream Machine is a <a href="/wiki/Text-to-video_model" title="Text-to-video model">text-to-video model</a> created by the <a href="/wiki/San_Francisco" title="San Francisco">San Francisco</a>-based <a href="/wiki/Generative_artificial_intelligence" title="Generative artificial intelligence">generative artificial intelligence</a> company Luma Labs, which had previously created Genie, a <a href="/wiki/3D_modeling" title="3D modeling">3D model</a> generator. It was released to the public on June 12, 2024, which was announced by the company in a post on <a href="/wiki/Twitter_under_Elon_Musk" title="Twitter under Elon Musk">X</a> alongside examples of videos it created.<sup id="cite_ref-1" class="reference"><a href="#cite_note-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> Soon after its release, users on social media posted video versions of images generated with <a href="/wiki/Midjourney" title="Midjourney">Midjourney</a>, as well as moving recreations of artworks such as <i><a href="/wiki/Girl_with_a_Pearl_Earring" title="Girl with a Pearl Earring">Girl with a Pearl Earring</a></i> and memes such as <a href="/wiki/Doge_(meme)" title="Doge (meme)">Doge</a>, <a href="/wiki/Jean-Luc_Picard" title="Jean-Luc Picard">Picard</a> <a href="/wiki/Facepalm" title="Facepalm">facepalm</a>, <a href="/wiki/Success_Kid" title="Success Kid">Success Kid</a>, and <a href="/wiki/Distracted_boyfriend" title="Distracted boyfriend">distracted boyfriend</a>.<sup id="cite_ref-Mash_2-0" class="reference"><a href="#cite_note-Mash-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-3" class="reference"><a href="#cite_note-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-4" class="reference"><a href="#cite_note-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-5" class="reference"><a href="#cite_note-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup> One video, a trailer for a fictional animated movie titled <i>Monster Camp</i>, was reposted by Luma Labs on their X account. Users on the platform criticized the video as stealing the aesthetic of the <a href="/wiki/Monsters,_Inc._(franchise)" title="Monsters, Inc. (franchise)"><i>Monsters, Inc.</i> franchise</a>, also pointing out that <a href="/wiki/Mike_Wazowski" title="Mike Wazowski">Mike Wazowski</a>, a character from the franchise, appears in the trailer.<sup id="cite_ref-VergeMonster_6-0" class="reference"><a href="#cite_note-VergeMonster-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup> Another video posted by director Ellenor Argyropoulos of a <a href="/wiki/Pixar" title="Pixar">Pixar</a>-style animation of a girl in <a href="/wiki/Ancient_Egypt" title="Ancient Egypt">ancient Egypt</a> created with Dream Machine went viral online.<sup id="cite_ref-7" class="reference"><a href="#cite_note-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Capabilities">Capabilities</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Dream_Machine_(text-to-video_model)&action=edit&section=2" title="Edit section: Capabilities"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>As of June 2024<sup class="plainlinks noexcerpt noprint asof-tag update" style="display:none;"><a class="external text" href="https://en.wikipedia.org/w/index.php?title=Dream_Machine_(text-to-video_model)&action=edit">[update]</a></sup>, users can create videos with Dream Machine, which are five seconds long and 1360 × 752 pixels, by signing up with their <a href="/wiki/Google" title="Google">Google</a> account and typing in a prompt or using a still image.<sup id="cite_ref-8" class="reference"><a href="#cite_note-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup> Dream Machine alters the prompt based on its own <a href="/wiki/Large_language_model" title="Large language model">large language model</a>. Users can create 10 videos a day and 30 videos for free with Dream Machine. The program also offers Standard, Pro, and Premier subscription plans, which allow users to create 120, 400, and 2,000 videos, respectively. Dream Machine's website states that its videos have difficulty depicting text and motion.<sup id="cite_ref-TechRadar_9-0" class="reference"><a href="#cite_note-TechRadar-9"><span class="cite-bracket">[</span>9<span class="cite-bracket">]</span></a></sup> Luma Labs has stated that it has plans to release a developer-friendly <a href="/wiki/API" title="API">API</a> for Dream Machine.<sup id="cite_ref-Mash_2-1" class="reference"><a href="#cite_note-Mash-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup> The week after its release, Luma Labs announced that it would be adding the ability to extend videos, a discovery feature, and in-video editing.<sup id="cite_ref-10" class="reference"><a href="#cite_note-10"><span class="cite-bracket">[</span>10<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Reception">Reception</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Dream_Machine_(text-to-video_model)&action=edit&section=3" title="Edit section: Reception"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>Critics compared Dream Machine heavily to <a href="/wiki/Sora_(text-to-video_model)" title="Sora (text-to-video model)">Sora</a>, a text-to-video model created by <a href="/wiki/OpenAI" title="OpenAI">OpenAI</a>, and Kling, another text-to-video model, upon its release.<sup id="cite_ref-Mash_2-2" class="reference"><a href="#cite_note-Mash-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TGtest_11-0" class="reference"><a href="#cite_note-TGtest-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup> Charles Pulliam-Moore of <i><a href="/wiki/The_Verge" title="The Verge">The Verge</a></i> wrote that "bullish fans" of generative AI "were quick to call [Dream Machine] a novel innovation", but remarked upon its training data not being available to the public.<sup id="cite_ref-VergeMonster_6-1" class="reference"><a href="#cite_note-VergeMonster-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup> Mark Wilson of <i><a href="/wiki/TechRadar" title="TechRadar">TechRadar</a></i> also noted that it was unclear what Dream Machine's training data was, which he said "means that its potential outside of personal use or improving your GIF game could be limited", but wrote that it was "certainly a fun tool to test drive" as "a taster of the more advanced (and no doubt more expensive) AI video generators to come".<sup id="cite_ref-TechRadar_9-1" class="reference"><a href="#cite_note-TechRadar-9"><span class="cite-bracket">[</span>9<span class="cite-bracket">]</span></a></sup> For <i><a href="/wiki/Tom%27s_Guide" class="mw-redirect" title="Tom's Guide">Tom's Guide</a></i>, Ryan Morrison called Dream Machine "one of the best prompt following and motion understanding AI video models yet" and "an impressive next step in generative AI video", but that "it is still falling short of what is needed".<sup id="cite_ref-TGtest_11-1" class="reference"><a href="#cite_note-TGtest-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup> <i><a href="/wiki/Mashable" title="Mashable">Mashable</a></i><span class="nowrap" style="padding-left:0.1em;">'</span>s Chase DiBenedetto described user-created Dream Machine videos circulating on social media as "eerily-moving" and "<i><a href="/wiki/Harry_Potter" title="Harry Potter">Harry Potter</a></i>-esque".<sup id="cite_ref-Mash_2-3" class="reference"><a href="#cite_note-Mash-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="References">References</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Dream_Machine_(text-to-video_model)&action=edit&section=4" title="Edit section: References"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <style data-mw-deduplicate="TemplateStyles:r1239543626">.mw-parser-output .reflist{margin-bottom:0.5em;list-style-type:decimal}@media screen{.mw-parser-output .reflist{font-size:90%}}.mw-parser-output .reflist .references{font-size:100%;margin-bottom:0;list-style-type:inherit}.mw-parser-output .reflist-columns-2{column-width:30em}.mw-parser-output .reflist-columns-3{column-width:25em}.mw-parser-output .reflist-columns{margin-top:0.3em}.mw-parser-output .reflist-columns ol{margin-top:0}.mw-parser-output .reflist-columns li{page-break-inside:avoid;break-inside:avoid-column}.mw-parser-output .reflist-upper-alpha{list-style-type:upper-alpha}.mw-parser-output .reflist-upper-roman{list-style-type:upper-roman}.mw-parser-output .reflist-lower-alpha{list-style-type:lower-alpha}.mw-parser-output .reflist-lower-greek{list-style-type:lower-greek}.mw-parser-output .reflist-lower-roman{list-style-type:lower-roman}</style><div class="reflist"> <div class="mw-references-wrap mw-references-columns"><ol class="references"> <li id="cite_note-1"><span class="mw-cite-backlink"><b><a href="#cite_ref-1">^</a></b></span> <span class="reference-text"><style data-mw-deduplicate="TemplateStyles:r1238218222">.mw-parser-output cite.citation{font-style:inherit;word-wrap:break-word}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}.mw-parser-output .id-lock-free.id-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited.id-lock-limited a,.mw-parser-output .id-lock-registration.id-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription.id-lock-subscription 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Retrieved <span class="nowrap">June 19,</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=PetaPixel&rft.atitle=This+AI+Video+Generator+is+Free+to+Use+With+No+Waiting+List&rft.date=2024-06-17&rft.aulast=Growcoot&rft.aufirst=Matt&rft_id=https%3A%2F%2Fpetapixel.com%2F2024%2F06%2F17%2Fthis-ai-video-generator-is-free-to-use-with-no-waiting-list-luma-labs-dream-machine%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3ADream+Machine+%28text-to-video+model%29" class="Z3988"></span></span> </li> <li id="cite_note-TechRadar-9"><span class="mw-cite-backlink">^ <a href="#cite_ref-TechRadar_9-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-TechRadar_9-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFWilson2024" class="citation web cs1">Wilson, Mark (June 13, 2024). <a rel="nofollow" class="external text" href="https://www.techradar.com/computing/artificial-intelligence/a-new-openai-sora-rival-just-landed-for-ai-videos-and-you-can-use-it-right-now-for-free">"A new OpenAI Sora rival just landed for AI videos – and you can use it right now for free"</a>. <i><a href="/wiki/TechRadar" title="TechRadar">TechRadar</a></i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20240619114000/https://www.techradar.com/computing/artificial-intelligence/a-new-openai-sora-rival-just-landed-for-ai-videos-and-you-can-use-it-right-now-for-free">Archived</a> from the original on June 19, 2024<span class="reference-accessdate">. Retrieved <span class="nowrap">June 19,</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=TechRadar&rft.atitle=A+new+OpenAI+Sora+rival+just+landed+for+AI+videos+%E2%80%93+and+you+can+use+it+right+now+for+free&rft.date=2024-06-13&rft.aulast=Wilson&rft.aufirst=Mark&rft_id=https%3A%2F%2Fwww.techradar.com%2Fcomputing%2Fartificial-intelligence%2Fa-new-openai-sora-rival-just-landed-for-ai-videos-and-you-can-use-it-right-now-for-free&rfr_id=info%3Asid%2Fen.wikipedia.org%3ADream+Machine+%28text-to-video+model%29" class="Z3988"></span></span> </li> <li id="cite_note-10"><span class="mw-cite-backlink"><b><a href="#cite_ref-10">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFMorrison2024" class="citation web cs1">Morrison, Ryan (June 17, 2024). <a rel="nofollow" class="external text" href="https://www.tomsguide.com/ai/ai-image-video/luma-dream-machine-ai-video-generator-is-getting-a-huge-update-heres-whats-in-store">"Luma Dream Machine AI video generator is getting a huge update — here's what's in store"</a>. <i>Tom's Guide</i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20240619033801/https://www.tomsguide.com/ai/ai-image-video/luma-dream-machine-ai-video-generator-is-getting-a-huge-update-heres-whats-in-store">Archived</a> from the original on June 19, 2024<span class="reference-accessdate">. Retrieved <span class="nowrap">June 19,</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Tom%27s+Guide&rft.atitle=Luma+Dream+Machine+AI+video+generator+is+getting+a+huge+update+%E2%80%94+here%27s+what%27s+in+store&rft.date=2024-06-17&rft.aulast=Morrison&rft.aufirst=Ryan&rft_id=https%3A%2F%2Fwww.tomsguide.com%2Fai%2Fai-image-video%2Fluma-dream-machine-ai-video-generator-is-getting-a-huge-update-heres-whats-in-store&rfr_id=info%3Asid%2Fen.wikipedia.org%3ADream+Machine+%28text-to-video+model%29" class="Z3988"></span></span> </li> <li id="cite_note-TGtest-11"><span class="mw-cite-backlink">^ <a href="#cite_ref-TGtest_11-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-TGtest_11-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFMorrison2024" class="citation web cs1">Morrison, Ryan (June 13, 2024). <a rel="nofollow" class="external text" href="https://www.tomsguide.com/ai/ai-image-video/i-put-luma-dream-machine-to-the-test-with-7-ai-videos-heres-how-it-stacks-up-to-sora">"I put Luma Dream Machine to the test with 7 AI videos — here's how it stacks up to Sora"</a>. <i>Tom's Guide</i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20240617011105/https://www.tomsguide.com/ai/ai-image-video/i-put-luma-dream-machine-to-the-test-with-7-ai-videos-heres-how-it-stacks-up-to-sora">Archived</a> from the original on June 17, 2024<span class="reference-accessdate">. Retrieved <span class="nowrap">June 19,</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Tom%27s+Guide&rft.atitle=I+put+Luma+Dream+Machine+to+the+test+with+7+AI+videos+%E2%80%94+here%27s+how+it+stacks+up+to+Sora&rft.date=2024-06-13&rft.aulast=Morrison&rft.aufirst=Ryan&rft_id=https%3A%2F%2Fwww.tomsguide.com%2Fai%2Fai-image-video%2Fi-put-luma-dream-machine-to-the-test-with-7-ai-videos-heres-how-it-stacks-up-to-sora&rfr_id=info%3Asid%2Fen.wikipedia.org%3ADream+Machine+%28text-to-video+model%29" class="Z3988"></span></span> </li> </ol></div></div> <div class="mw-heading mw-heading2"><h2 id="External_links">External links</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Dream_Machine_(text-to-video_model)&action=edit&section=5" title="Edit section: External links"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> 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title="Hyperparameter (machine learning)">Hyperparameter</a></li></ul></li> <li><a href="/wiki/Loss_functions_for_classification" title="Loss functions for classification">Loss functions</a></li> <li><a href="/wiki/Regression_analysis" title="Regression analysis">Regression</a> <ul><li><a href="/wiki/Bias%E2%80%93variance_tradeoff" title="Bias–variance tradeoff">Bias–variance tradeoff</a></li> <li><a href="/wiki/Double_descent" title="Double descent">Double descent</a></li> <li><a href="/wiki/Overfitting" title="Overfitting">Overfitting</a></li></ul></li> <li><a href="/wiki/Cluster_analysis" title="Cluster analysis">Clustering</a></li> <li><a href="/wiki/Gradient_descent" title="Gradient descent">Gradient descent</a> <ul><li><a href="/wiki/Stochastic_gradient_descent" title="Stochastic gradient descent">SGD</a></li> <li><a href="/wiki/Quasi-Newton_method" title="Quasi-Newton method">Quasi-Newton method</a></li> <li><a href="/wiki/Conjugate_gradient_method" title="Conjugate gradient method">Conjugate gradient method</a></li></ul></li> <li><a href="/wiki/Backpropagation" title="Backpropagation">Backpropagation</a></li> <li><a href="/wiki/Attention_(machine_learning)" title="Attention (machine learning)">Attention</a></li> <li><a href="/wiki/Convolution" title="Convolution">Convolution</a></li> <li><a href="/wiki/Normalization_(machine_learning)" title="Normalization (machine learning)">Normalization</a> <ul><li><a href="/wiki/Batch_normalization" title="Batch normalization">Batchnorm</a></li></ul></li> <li><a href="/wiki/Activation_function" title="Activation function">Activation</a> <ul><li><a href="/wiki/Softmax_function" title="Softmax function">Softmax</a></li> <li><a href="/wiki/Sigmoid_function" title="Sigmoid function">Sigmoid</a></li> <li><a href="/wiki/Rectifier_(neural_networks)" title="Rectifier (neural networks)">Rectifier</a></li></ul></li> <li><a href="/wiki/Gating_mechanism" title="Gating mechanism">Gating</a></li> <li><a href="/wiki/Weight_initialization" title="Weight initialization">Weight initialization</a></li> <li><a href="/wiki/Regularization_(mathematics)" title="Regularization (mathematics)">Regularization</a></li> <li><a href="/wiki/Training,_validation,_and_test_data_sets" title="Training, validation, and test data sets">Datasets</a> <ul><li><a href="/wiki/Data_augmentation" title="Data augmentation">Augmentation</a></li></ul></li> <li><a href="/wiki/Prompt_engineering" title="Prompt engineering">Prompt engineering</a></li> <li><a href="/wiki/Reinforcement_learning" title="Reinforcement learning">Reinforcement learning</a> <ul><li><a href="/wiki/Q-learning" title="Q-learning">Q-learning</a></li> <li><a href="/wiki/State%E2%80%93action%E2%80%93reward%E2%80%93state%E2%80%93action" title="State–action–reward–state–action">SARSA</a></li> <li><a href="/wiki/Imitation_learning" title="Imitation learning">Imitation</a></li> <li><a href="/wiki/Policy_gradient_method" title="Policy gradient method">Policy gradient</a></li></ul></li> <li><a href="/wiki/Diffusion_process" title="Diffusion process">Diffusion</a></li> <li><a href="/wiki/Latent_diffusion_model" title="Latent diffusion model">Latent diffusion model</a></li> <li><a href="/wiki/Autoregressive_model" title="Autoregressive model">Autoregression</a></li> <li><a href="/wiki/Adversarial_machine_learning" title="Adversarial machine learning">Adversary</a></li> <li><a href="/wiki/Retrieval-augmented_generation" title="Retrieval-augmented generation">RAG</a></li> <li><a href="/wiki/Uncanny_valley" title="Uncanny valley">Uncanny valley</a></li> <li><a href="/wiki/Reinforcement_learning_from_human_feedback" title="Reinforcement learning from human feedback">RLHF</a></li> <li><a href="/wiki/Self-supervised_learning" title="Self-supervised learning">Self-supervised learning</a></li> <li><a href="/wiki/Recursive_self-improvement" title="Recursive self-improvement">Recursive self-improvement</a></li> <li><a href="/wiki/Word_embedding" title="Word embedding">Word embedding</a></li> <li><a href="/wiki/Hallucination_(artificial_intelligence)" title="Hallucination (artificial intelligence)">Hallucination</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Applications</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Machine_learning" title="Machine learning">Machine learning</a> <ul><li><a href="/wiki/Prompt_engineering#In-context_learning" title="Prompt engineering">In-context learning</a></li></ul></li> <li><a href="/wiki/Neural_network_(machine_learning)" title="Neural network (machine learning)">Artificial neural network</a> <ul><li><a href="/wiki/Deep_learning" title="Deep learning">Deep learning</a></li></ul></li> <li><a href="/wiki/Language_model" title="Language model">Language model</a> <ul><li><a href="/wiki/Large_language_model" title="Large language model">Large language model</a></li> <li><a href="/wiki/Neural_machine_translation" title="Neural machine translation">NMT</a></li></ul></li> <li><a href="/wiki/Artificial_general_intelligence" title="Artificial general intelligence">Artificial general intelligence</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Implementations</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Audio–visual</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlexNet" title="AlexNet">AlexNet</a></li> <li><a href="/wiki/WaveNet" title="WaveNet">WaveNet</a></li> <li><a href="/wiki/Human_image_synthesis" title="Human image synthesis">Human image synthesis</a></li> <li><a href="/wiki/Handwriting_recognition" title="Handwriting recognition">HWR</a></li> <li><a href="/wiki/Optical_character_recognition" title="Optical character recognition">OCR</a></li> <li><a href="/wiki/Deep_learning_speech_synthesis" title="Deep learning speech synthesis">Speech synthesis</a> <ul><li><a href="/wiki/15.ai" title="15.ai">15.ai</a></li> <li><a href="/wiki/ElevenLabs" title="ElevenLabs">ElevenLabs</a></li></ul></li> <li><a href="/wiki/Speech_recognition" title="Speech recognition">Speech recognition</a> <ul><li><a href="/wiki/Whisper_(speech_recognition_system)" title="Whisper (speech recognition system)">Whisper</a></li></ul></li> <li><a href="/wiki/Facial_recognition_system" title="Facial recognition system">Facial recognition</a></li> <li><a href="/wiki/AlphaFold" title="AlphaFold">AlphaFold</a></li> <li><a href="/wiki/Text-to-image_model" title="Text-to-image model">Text-to-image models</a> <ul><li><a href="/wiki/Aurora_(text-to-image_model)" class="mw-redirect" title="Aurora (text-to-image model)">Aurora</a></li> <li><a href="/wiki/DALL-E" title="DALL-E">DALL-E</a></li> <li><a href="/wiki/Adobe_Firefly" title="Adobe Firefly">Firefly</a></li> <li><a href="/wiki/Flux_(text-to-image_model)" title="Flux (text-to-image model)">Flux</a></li> <li><a href="/wiki/Ideogram_(text-to-image_model)" title="Ideogram (text-to-image model)">Ideogram</a></li> <li><a href="/wiki/Google_Brain#Text-to-image_model" title="Google Brain">Imagen</a></li> <li><a href="/wiki/Midjourney" title="Midjourney">Midjourney</a></li> <li><a href="/wiki/Stable_Diffusion" title="Stable Diffusion">Stable Diffusion</a></li></ul></li> <li><a href="/wiki/Text-to-video_model" title="Text-to-video model">Text-to-video models</a> <ul><li><a class="mw-selflink selflink">Dream Machine</a></li> <li><a href="/wiki/Runway_(company)#Gen-3_Alpha" title="Runway (company)">Gen-3 Alpha</a></li> <li><a href="/wiki/MiniMax_(company)#Hailuo_AI" title="MiniMax (company)">Hailuo AI</a></li> <li><a href="/wiki/Kling_(text-to-video_model)" class="mw-redirect" title="Kling (text-to-video model)">Kling</a></li> <li><a href="/wiki/Sora_(text-to-video_model)" title="Sora (text-to-video model)">Sora</a></li> <li><a href="/wiki/Google_DeepMind#Video_model" title="Google DeepMind">Veo</a></li></ul></li> <li><a href="/wiki/Music_and_artificial_intelligence" title="Music and artificial intelligence">Music generation</a> <ul><li><a href="/wiki/Suno_AI" title="Suno AI">Suno AI</a></li> <li><a href="/wiki/Udio" title="Udio">Udio</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Text</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Word2vec" title="Word2vec">Word2vec</a></li> <li><a href="/wiki/Seq2seq" title="Seq2seq">Seq2seq</a></li> <li><a href="/wiki/GloVe" title="GloVe">GloVe</a></li> <li><a href="/wiki/BERT_(language_model)" title="BERT (language model)">BERT</a></li> <li><a href="/wiki/T5_(language_model)" title="T5 (language model)">T5</a></li> <li><a href="/wiki/Llama_(language_model)" title="Llama (language model)">Llama</a></li> <li><a href="/wiki/Chinchilla_(language_model)" title="Chinchilla (language model)">Chinchilla AI</a></li> <li><a href="/wiki/PaLM" title="PaLM">PaLM</a></li> <li><a href="/wiki/Generative_pre-trained_transformer" title="Generative pre-trained transformer">GPT</a> <ul><li><a href="/wiki/GPT-1" title="GPT-1">1</a></li> <li><a href="/wiki/GPT-2" title="GPT-2">2</a></li> <li><a href="/wiki/GPT-3" title="GPT-3">3</a></li> <li><a href="/wiki/GPT-J" title="GPT-J">J</a></li> <li><a href="/wiki/ChatGPT" title="ChatGPT">ChatGPT</a></li> <li><a href="/wiki/GPT-4" title="GPT-4">4</a></li> <li><a href="/wiki/GPT-4o" title="GPT-4o">4o</a></li> <li><a href="/wiki/OpenAI_o1" title="OpenAI o1">o1</a></li> <li><a href="/wiki/OpenAI_o3" title="OpenAI o3">o3</a></li></ul></li> <li><a href="/wiki/Claude_(language_model)" title="Claude (language model)">Claude</a></li> <li><a href="/wiki/Gemini_(language_model)" title="Gemini (language model)">Gemini</a> <ul><li><a href="/wiki/Gemini_(chatbot)" title="Gemini (chatbot)">chatbot</a></li></ul></li> <li><a href="/wiki/Grok_(chatbot)" title="Grok (chatbot)">Grok</a></li> <li><a href="/wiki/LaMDA" title="LaMDA">LaMDA</a></li> <li><a href="/wiki/BLOOM_(language_model)" title="BLOOM (language model)">BLOOM</a></li> <li><a href="/wiki/Project_Debater" title="Project Debater">Project Debater</a></li> <li><a href="/wiki/IBM_Watson" title="IBM Watson">IBM Watson</a></li> <li><a href="/wiki/IBM_Watsonx" title="IBM Watsonx">IBM Watsonx</a></li> <li><a href="/wiki/IBM_Granite" title="IBM Granite">Granite</a></li> <li><a href="/wiki/Huawei_PanGu" title="Huawei PanGu">PanGu-Σ</a></li> <li><a href="/wiki/DeepSeek" title="DeepSeek">DeepSeek</a></li> <li><a href="/wiki/Qwen" title="Qwen">Qwen</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Decisional</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlphaGo" title="AlphaGo">AlphaGo</a></li> <li><a href="/wiki/AlphaZero" title="AlphaZero">AlphaZero</a></li> <li><a href="/wiki/OpenAI_Five" title="OpenAI Five">OpenAI Five</a></li> <li><a href="/wiki/Self-driving_car" title="Self-driving car">Self-driving car</a></li> <li><a href="/wiki/MuZero" title="MuZero">MuZero</a></li> <li><a href="/wiki/Action_selection" title="Action selection">Action selection</a> <ul><li><a href="/wiki/AutoGPT" title="AutoGPT">AutoGPT</a></li></ul></li> <li><a href="/wiki/Robot_control" title="Robot control">Robot control</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">People</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Alan_Turing" title="Alan Turing">Alan Turing</a></li> <li><a href="/wiki/Warren_Sturgis_McCulloch" title="Warren Sturgis McCulloch">Warren Sturgis McCulloch</a></li> <li><a href="/wiki/Walter_Pitts" title="Walter Pitts">Walter Pitts</a></li> <li><a href="/wiki/John_von_Neumann" title="John von Neumann">John von Neumann</a></li> <li><a href="/wiki/Claude_Shannon" title="Claude Shannon">Claude Shannon</a></li> <li><a href="/wiki/Marvin_Minsky" title="Marvin Minsky">Marvin Minsky</a></li> <li><a href="/wiki/John_McCarthy_(computer_scientist)" title="John McCarthy (computer scientist)">John McCarthy</a></li> <li><a href="/wiki/Nathaniel_Rochester_(computer_scientist)" title="Nathaniel Rochester (computer scientist)">Nathaniel Rochester</a></li> <li><a href="/wiki/Allen_Newell" title="Allen Newell">Allen Newell</a></li> <li><a href="/wiki/Cliff_Shaw" title="Cliff Shaw">Cliff Shaw</a></li> <li><a href="/wiki/Herbert_A._Simon" title="Herbert A. Simon">Herbert A. Simon</a></li> <li><a href="/wiki/Oliver_Selfridge" title="Oliver Selfridge">Oliver Selfridge</a></li> <li><a href="/wiki/Frank_Rosenblatt" title="Frank Rosenblatt">Frank Rosenblatt</a></li> <li><a href="/wiki/Bernard_Widrow" title="Bernard Widrow">Bernard Widrow</a></li> <li><a href="/wiki/Joseph_Weizenbaum" title="Joseph Weizenbaum">Joseph Weizenbaum</a></li> <li><a href="/wiki/Seymour_Papert" title="Seymour Papert">Seymour Papert</a></li> <li><a href="/wiki/Seppo_Linnainmaa" title="Seppo Linnainmaa">Seppo Linnainmaa</a></li> <li><a href="/wiki/Paul_Werbos" title="Paul Werbos">Paul Werbos</a></li> <li><a href="/wiki/J%C3%BCrgen_Schmidhuber" title="Jürgen Schmidhuber">Jürgen Schmidhuber</a></li> <li><a href="/wiki/Yann_LeCun" title="Yann LeCun">Yann LeCun</a></li> <li><a href="/wiki/Geoffrey_Hinton" title="Geoffrey Hinton">Geoffrey Hinton</a></li> <li><a href="/wiki/John_Hopfield" title="John Hopfield">John Hopfield</a></li> <li><a href="/wiki/Yoshua_Bengio" title="Yoshua Bengio">Yoshua Bengio</a></li> <li><a href="/wiki/Lotfi_A._Zadeh" title="Lotfi A. Zadeh">Lotfi A. Zadeh</a></li> <li><a href="/wiki/Stephen_Grossberg" title="Stephen Grossberg">Stephen Grossberg</a></li> <li><a href="/wiki/Alex_Graves_(computer_scientist)" title="Alex Graves (computer scientist)">Alex Graves</a></li> <li><a href="/wiki/Andrew_Ng" title="Andrew Ng">Andrew Ng</a></li> <li><a href="/wiki/Fei-Fei_Li" title="Fei-Fei Li">Fei-Fei Li</a></li> <li><a href="/wiki/Alex_Krizhevsky" title="Alex Krizhevsky">Alex Krizhevsky</a></li> <li><a href="/wiki/Ilya_Sutskever" title="Ilya Sutskever">Ilya Sutskever</a></li> <li><a href="/wiki/Demis_Hassabis" title="Demis Hassabis">Demis Hassabis</a></li> <li><a href="/wiki/David_Silver_(computer_scientist)" title="David Silver (computer scientist)">David Silver</a></li> <li><a href="/wiki/Ian_Goodfellow" title="Ian Goodfellow">Ian Goodfellow</a></li> <li><a href="/wiki/Andrej_Karpathy" title="Andrej Karpathy">Andrej Karpathy</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Architectures</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Neural_Turing_machine" title="Neural Turing machine">Neural Turing machine</a></li> <li><a href="/wiki/Differentiable_neural_computer" title="Differentiable neural computer">Differentiable neural computer</a></li> <li><a href="/wiki/Transformer_(deep_learning_architecture)" title="Transformer (deep learning architecture)">Transformer</a> <ul><li><a href="/wiki/Vision_transformer" title="Vision transformer">Vision transformer (ViT)</a></li></ul></li> <li><a href="/wiki/Recurrent_neural_network" title="Recurrent neural network">Recurrent neural network (RNN)</a></li> <li><a href="/wiki/Long_short-term_memory" title="Long short-term memory">Long short-term memory (LSTM)</a></li> <li><a href="/wiki/Gated_recurrent_unit" title="Gated recurrent unit">Gated recurrent unit (GRU)</a></li> <li><a href="/wiki/Echo_state_network" title="Echo state network">Echo state network</a></li> <li><a href="/wiki/Multilayer_perceptron" title="Multilayer perceptron">Multilayer perceptron (MLP)</a></li> <li><a href="/wiki/Convolutional_neural_network" title="Convolutional neural network">Convolutional neural network (CNN)</a></li> <li><a href="/wiki/Residual_neural_network" title="Residual neural network">Residual neural network (RNN)</a></li> <li><a href="/wiki/Highway_network" title="Highway network">Highway network</a></li> <li><a href="/wiki/Mamba_(deep_learning_architecture)" title="Mamba (deep learning architecture)">Mamba</a></li> <li><a href="/wiki/Autoencoder" title="Autoencoder">Autoencoder</a></li> <li><a href="/wiki/Variational_autoencoder" title="Variational autoencoder">Variational autoencoder (VAE)</a></li> <li><a href="/wiki/Generative_adversarial_network" title="Generative adversarial network">Generative adversarial network (GAN)</a></li> <li><a href="/wiki/Graph_neural_network" title="Graph neural network">Graph neural network 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