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.infobox-subbox{padding:0;border:none;margin:-3px;width:auto;min-width:100%;font-size:100%;clear:none;float:none;background-color:transparent}.mw-parser-output .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">Riffusion</caption><tbody><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"><style data-mw-deduplicate="TemplateStyles:r1126788409">.mw-parser-output .plainlist ol,.mw-parser-output .plainlist ul{line-height:inherit;list-style:none;margin:0;padding:0}.mw-parser-output .plainlist ol li,.mw-parser-output .plainlist ul li{margin-bottom:0}</style><div class="plainlist"><ul><li>Seth Forsgren</li><li>Hayk Martiros</li></ul></div></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Initial release</th><td class="infobox-data">December 15, 2022</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Repository_(version_control)" title="Repository (version control)">Repository</a></th><td class="infobox-data"><span class="url"><a rel="nofollow" class="external text" href="https://github.com/hmartiro/riffusion-inference">github<wbr />.com<wbr />/hmartiro<wbr />/riffusion-inference</a></span></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Written in</th><td class="infobox-data"><a href="/wiki/Python_(programming_language)" title="Python (programming language)">Python</a></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-image_model" title="Text-to-image model">Text-to-image model</a></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Software_license" title="Software license">License</a></th><td class="infobox-data">MIT License</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://riffusion.com">riffusion<wbr />.com</a></span></td></tr></tbody></table> <style data-mw-deduplicate="TemplateStyles:r1273380762/mw-parser-output/.tmulti">.mw-parser-output .tmulti .multiimageinner{display:flex;flex-direction:column}.mw-parser-output .tmulti .trow{display:flex;flex-direction:row;clear:left;flex-wrap:wrap;width:100%;box-sizing:border-box}.mw-parser-output .tmulti .tsingle{margin:1px;float:left}.mw-parser-output .tmulti .theader{clear:both;font-weight:bold;text-align:center;align-self:center;background-color:transparent;width:100%}.mw-parser-output .tmulti .thumbcaption{background-color:transparent}.mw-parser-output .tmulti .text-align-left{text-align:left}.mw-parser-output .tmulti .text-align-right{text-align:right}.mw-parser-output .tmulti .text-align-center{text-align:center}@media all and (max-width:720px){.mw-parser-output .tmulti .thumbinner{width:100%!important;box-sizing:border-box;max-width:none!important;align-items:center}.mw-parser-output .tmulti .trow{justify-content:center}.mw-parser-output .tmulti .tsingle{float:none!important;max-width:100%!important;box-sizing:border-box;text-align:center}.mw-parser-output .tmulti .tsingle .thumbcaption{text-align:left}.mw-parser-output .tmulti .trow>.thumbcaption{text-align:center}}@media screen{html.skin-theme-clientpref-night .mw-parser-output .tmulti .multiimageinner span:not(.skin-invert-image):not(.skin-invert):not(.bg-transparent) img{background-color:white}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .tmulti .multiimageinner span:not(.skin-invert-image):not(.skin-invert):not(.bg-transparent) img{background-color:white}}</style><div class="thumb tmulti tright"><div class="thumbinner multiimageinner" style="width:242px;max-width:242px"><div class="trow"><div class="tsingle" style="width:240px;max-width:240px"><div class="thumbimage" style="height:79px;overflow:hidden"><span typeof="mw:File"><a href="/wiki/File:AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png" class="mw-file-description"><img alt="" src="//upload.wikimedia.org/wikipedia/commons/thumb/a/a1/AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png/238px-AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png" decoding="async" width="238" height="79" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/a/a1/AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png/357px-AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/a/a1/AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png/476px-AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.png 2x" data-file-width="1536" data-file-height="512" /></a></span></div></div></div><div class="trow"><div class="tsingle" style="width:-nanpx;max-width:-nanpx"><div class="thumbimage" style="height:infpx;overflow:hidden"><span class="mw-default-size" typeof="mw:File"><span><audio id="mwe_player_0" controls="" preload="none" data-mw-tmh="" class="mw-file-element" width="220" style="width:220px;" data-durationhint="16" data-mwtitle="AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.ogg" data-mwprovider="wikimediacommons"><source src="//upload.wikimedia.org/wikipedia/commons/transcoded/0/0a/AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.ogg/AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.ogg.mp3" type="audio/mpeg" data-transcodekey="mp3" data-width="0" data-height="0" /><source src="//upload.wikimedia.org/wikipedia/commons/0/0a/AI-generated_audio_featuring_bossa_nova_music_with_electric_guitar.ogg" type="audio/ogg; codecs="vorbis"" data-width="0" data-height="0" /></audio></span></span></div></div></div><div class="trow" style="display:flex"><div class="thumbcaption">Generated spectrogram from the prompt "<a href="/wiki/Bossa_nova" title="Bossa nova">bossa nova</a> with <a href="/wiki/Electric_guitar" title="Electric guitar">electric guitar</a>" (top), and the resulting audio after conversion (bottom)</div></div></div></div> <p><b>Riffusion</b> is a <a href="/wiki/Artificial_neural_network" class="mw-redirect" title="Artificial neural network">neural network</a>, designed by Seth Forsgren and Hayk Martiros, that generates music using images of sound rather than audio.<sup id="cite_ref-techcrunch_1-0" class="reference"><a href="#cite_note-techcrunch-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> </p><p>The resulting music has been described as "<i>de otro mundo</i>" (otherworldly),<sup id="cite_ref-deporticos_2-0" class="reference"><a href="#cite_note-deporticos-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup> although unlikely to replace man-made music.<sup id="cite_ref-deporticos_2-1" class="reference"><a href="#cite_note-deporticos-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup> The model was made available on December 15, 2022, with the code also freely available on <a href="/wiki/GitHub" title="GitHub">GitHub</a>.<sup id="cite_ref-ilsoftware_3-0" class="reference"><a href="#cite_note-ilsoftware-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup> It was one of many models derived from Stable Diffusion.<sup id="cite_ref-gigazine_4-0" class="reference"><a href="#cite_note-gigazine-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup> </p><p>Riffusion is classified within a subset of AI text-to-music generators. In December 2022, Mubert<sup id="cite_ref-mubert_5-0" class="reference"><a href="#cite_note-mubert-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup> similarly used Stable Diffusion to turn descriptive text into music loops. In January 2023, Google published a paper on their own text-to-music generator called MusicLM.<sup id="cite_ref-musiclm_6-0" class="reference"><a href="#cite_note-musiclm-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-text2music_7-0" class="reference"><a href="#cite_note-text2music-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup> </p><p>Seth Forsgren and Hayk Martiros formed a startup, also called Riffusion, and raised $4 million in venture capital funding in October 2023.<sup id="cite_ref-j780_8-0" class="reference"><a href="#cite_note-j780-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-d413_9-0" class="reference"><a href="#cite_note-d413-9"><span class="cite-bracket">[</span>9<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=Riffusion&action=edit&section=1" 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 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