{"id":163550,"date":"2022-12-20T20:58:02","date_gmt":"2022-12-20T20:58:02","guid":{"rendered":"https:\/\/harchi90.com\/openai-releases-point-e-an-ai-that-generates-3d-models-techcrunch\/"},"modified":"2022-12-20T20:58:02","modified_gmt":"2022-12-20T20:58:02","slug":"openai-releases-point-e-an-ai-that-generates-3d-models-techcrunch","status":"publish","type":"post","link":"https:\/\/harchi90.com\/openai-releases-point-e-an-ai-that-generates-3d-models-techcrunch\/","title":{"rendered":"OpenAI releases Point-E, an AI that generates 3D models TechCrunch"},"content":{"rendered":"
\n

The next breakthrough to take the AI \u200b\u200bworld by storm might be 3D model generators. This week, OpenAI open sourced Point-E, a machine learning system that creates a 3D object given a text prompt. According to a paper published alongside the code base, Point-E can produce 3D models in one to two minutes on a single Nvidia V100 GPU.<\/p>\n

Point-E doesn’t create 3D objects in the traditional sense. Rather, it generates point clouds, or discrete sets of data points in space that represent a 3D shape \u2014 hence the cheeky abbreviation. (The \u201cE\u201d in Point-E is short for \u201cefficiency,\u201d because it’s ostensibly faster than previous 3D object generation approaches.) Point clouds are easier to synthesize from a computational standpoint, but they don’t capture an object’s fine-grained shape or texture \u2014 a key limitation of Point-E currently.<\/p>\n

To get around this limitation, the Point-E team trained an additional AI system to convert Point-E’s point clouds to meshes. (Meshes \u2014 the collections of vertices, edges and faces that define an object \u2014 are commonly used in 3D modeling and design.) But they note in the paper that the model can sometimes miss certain parts of objects, resulting in blocky or distorted shapes.<\/p>\n

<\/p>\n

Image Credits:<\/strong> OpenAI<\/p>\n<\/div>\n

Outside of the mesh-generating model, which stands alone, Point-E consists of two models: a text-to-image model and an image-to-3D model. The text-to-image model, similar to generative art systems like OpenAI’s own DALL-E 2 and Stable Diffusion, was trained on labeled images to understand the associations between words and visual concepts. The image-to-3D model, on the other hand, was fed a set of images paired with 3D objects so that it learned to effectively translate between the two.<\/p>\n

When given a text prompt \u2014 for example, \u201ca 3D printable gear, a single gear 3 inches in diameter and half inch thick\u201d \u2014 Point-E’s text-to-image model generates a synthetic rendered object that’s fed to the image-to- 3D model, which then generates a point cloud.<\/p>\n

After training the models on a dataset of \u201cseveral million\u201d 3D objects and associated metadata, Point-E could produce colored point clouds that frequently matched text prompts, the OpenAI researchers say. It’s not perfect \u2014 Point-E’s image-to-3D model sometimes fails to understand the image from the text-to-image model, resulting in a shape that doesn’t match the text prompt. Still, it’s orders of magnitude faster than the previous state-of-the-art \u2014 at least according to the OpenAI team.<\/p>\n

\"OpenAI<\/p>\n

Converting the Point-E point clouds into meshes. Image Credits:<\/strong> OpenAI<\/p>\n<\/div>\n

\u201cWhile our method performs worse on this evaluation than state-of-the-art techniques, it produces samples in a small fraction of the time,\u201d they wrote in the paper. \u201cThis could make it more practical for certain applications, or could allow for the discovery of higher-quality 3D object.\u201d<\/p>\n

What are the applications, exactly? Well, the OpenAI researchers point out that Point-E’s point clouds could be used to fabricate real-world objects, for example through 3D printing. With the additional mesh-converting model, the system could \u2014 once it’s a little more polished \u2014 also find its way into game and animation development workflows.<\/p>\n

OpenAI might be the latest company to jump into the 3D object generator fray, but \u2014 as alluded to earlier \u2014 it certainly isn’t the first. Earlier this year, Google released DreamFusion, an expanded version of Dream Fields, a generative 3D system that the company unveiled back in 2021. Unlike Dream Fields, DreamFusion requires no prior training, meaning that it can generate 3D representations of objects without 3D data.<\/p>\n

While all eyes are on 2D art generators at the present, model-synthesizing AI could be the next big industry disruptor. 3D models are widely used in film and TV, interior design, architecture and various science fields. Architectural firms use them to demo proposed buildings and landscapes, for example, while engineers leverage models as designs of new devices, vehicles and structures.<\/p>\n

\"OpenAI<\/p>\n

Point-E failure cases. Image Credits:<\/strong> OpenAI<\/p>\n<\/div>\n

3D models usually take a while to craft, though \u2014 anywhere between several hours to several days. AI like Point-E could change that if the kinks are someday worked out, and make OpenAI a respectable profit doing so.<\/p>\n

The question is what sort of intellectual property disputes might arise in time. There’s a large market for 3D models, with several online marketplaces including CGStudio and CreativeMarket allowing artists to sell content they’ve created. If Point-E catches on and its models make their way onto the marketplaces, model artists might protest, pointing to evidence that modern generative AI borrows heavily from its training data \u2014 existing 3D models, in Point-E’s case. Like DALL-E 2, Point-E doesn’t credit or cite any of the artists that might’ve influenced its generations.<\/p>\n

But OpenAI’s leaving that issue for another day. Neither the Point-E paper nor GitHub page make any mention of copyright.<\/p>\n

To their credit, the researchers do<\/em> mention that they expect Point-E to suffer from other<\/em> problems, like biases inherited from the training data and a lack of safeguards around models that might be used to create \u201cdangerous objects.\u201d That’s perhaps why they’re careful to characterize Point-E as a \u201cstarting point\u201d that they hope will inspire \u201cfurther work\u201d in the field of text-to-3D synthesis.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

The next breakthrough to take the AI \u200b\u200bworld by storm might be 3D model generators. This week, OpenAI open sourced Point-E, a machine learning system that creates a 3D object given a text prompt. According to a paper published alongside the code base, Point-E can produce 3D models in one to two minutes on a …<\/p>\n

OpenAI releases Point-E, an AI that generates 3D models TechCrunch<\/span> Read More »<\/a><\/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":"default","ast-global-header-display":"","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":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true},"categories":[4],"tags":[],"jetpack_publicize_connections":[],"yoast_head":"\nOpenAI releases Point-E, an AI that generates 3D models TechCrunch - harchi90<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/news.google.com\/__i\/rss\/rd\/articles\/CBMiWWh0dHBzOi8vdGVjaGNydW5jaC5jb20vMjAyMi8xMi8yMC9vcGVuYWktcmVsZWFzZXMtcG9pbnQtZS1hbi1haS10aGF0LWdlbmVyYXRlcy0zZC1tb2RlbHMv0gFdaHR0cHM6Ly90ZWNoY3J1bmNoLmNvbS8yMDIyLzEyLzIwL29wZW5haS1yZWxlYXNlcy1wb2ludC1lLWFuLWFpLXRoYXQtZ2VuZXJhdGVzLTNkLW1vZGVscy9hbXAv?oc=5\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OpenAI releases Point-E, an AI that generates 3D models TechCrunch - harchi90\" \/>\n<meta property=\"og:description\" content=\"The next breakthrough to take the AI \u200b\u200bworld by storm might be 3D model generators. 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During its Ignite conference this week, Microsoft announced that it's integrating DALL-E 2 with the newly announced Microsoft Designer app and Image Creator tool in\u2026","rel":"","context":"In "Technology"","img":{"alt_text":"Microsoft Image Creator In Edge","src":"https:\/\/i0.wp.com\/techcrunch.com\/wp-content\/uploads\/2022\/10\/W11_Edge_Image-Creator_16x10_en-US.gif?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":67841,"url":"https:\/\/harchi90.com\/with-stable-diffusion-you-may-never-believe-what-you-see-online-again\/","url_meta":{"origin":163550,"position":4},"title":"With Stable Diffusion, you may never believe what you see online again","date":"September 6, 2022","format":false,"excerpt":"enlarge \/ Did you know that Abraham Lincoln was a cowboy? Stable Diffusion does.Benj Edwards \/ Stable Diffusion AI image generation is here in a big way. A newly released open source image synthesis model called Stable Diffusion allows anyone with a PC and a decent GPU to conjure up\u2026","rel":"","context":"In "Technology"","img":{"alt_text":"A screenshot of the OpenAI DALL-E 2 website.","src":"https:\/\/i0.wp.com\/cdn.arstechnica.net\/wp-content\/uploads\/2022\/09\/dalle2_website_2-640x283.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]}],"fifu_image_url":"https:\/\/techcrunch.com\/wp-content\/uploads\/2022\/12\/point-e-openai-e1671557202971.png?resize=1200,729","_links":{"self":[{"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/posts\/163550"}],"collection":[{"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/comments?post=163550"}],"version-history":[{"count":0,"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/posts\/163550\/revisions"}],"wp:attachment":[{"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/media?parent=163550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/categories?post=163550"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/harchi90.com\/wp-json\/wp\/v2\/tags?post=163550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}