Fasten your seatbelts. NVIDIA Research is revving up a new deep learning engine that creates 3D object models from standard 2D images - and can bring iconic cars like the Knight Rider's AI-powered KITT to life - in NVIDIA Omniverse.
Developed by the NVIDIA AI Research Lab in Toronto, the GANverse3D application inflates flat images into realistic 3D models that can be visualized and controlled in virtual environments. This capability could help architects, creators, game developers and designers easily add new objects to their mockups without needing expertise in 3D modeling, or a large budget to spend on renderings.
A single photo of a car, for example, could be turned into a 3D model that can drive around a virtual scene, complete with realistic headlights, tail lights and blinkers.
To generate a dataset for training, the researchers harnessed a generative adversarial network, or GAN, to synthesize images depicting the same object from multiple viewpoints - like a photographer who walks around a parked vehicle, taking shots from different angles. These multi-view images were plugged into a rendering framework for inverse graphics, the process of inferring 3D mesh models from 2D images.
Once trained on multi-view images, GANverse3D needs only a single 2D image to predict a 3D mesh model. This model can be used with a 3D neural renderer that gives developers control to customize objects and swap out backgrounds.
When imported as an extension in the NVIDIA Omniverse platform and run on NVIDIA RTX GPUs, GANverse3D can be used to recreate any 2D image into 3D - like the beloved crime-fighting car KITT, from the popular 1980s Knight Rider TV show.
Previous models for inverse graphics have relied on 3D shapes as training data.
Instead, with no aid from 3D assets, We turned a GAN model into a very efficient data generator so we can create 3D objects from any 2D image on the web, said Wenzheng Chen, research scientist at NVIDIA and lead author on the project.
Because we trained on real images instead of the typical pipeline, which relies on synthetic data, the AI model generalizes better to real-world applications, said NVIDIA researcher Jun Gao, an author on the project.
The research behind GANverse3D will be presented at two upcoming conferences: the International Conference on Learning Representations in May, and the Conference on Computer Vision and Pattern Recognition, in June.
From Flat Tire to Racing KITT Creators in gaming, architecture and design rely on virtual environments like the NVIDIA Omniverse simulation and collaboration platform to test out new ideas and visualize prototypes before creating their final products. With Omniverse Connectors, developers can use their preferred 3D applications in Omniverse to simulate complex virtual worlds with real-time ray tracing.
But not every creator has the time and resources to create 3D models of every object they sketch. The cost of capturing the number of multi-view images necessary to render a showroom's worth of cars, or a street's worth of buildings, can be prohibitive.
That's where a trained GANverse3D application can be used to convert standard images of a car, a building or even a horse into a 3D figure that can be customized and animated in Omniverse.
To recreate KITT, the researchers simply fed the trained model an image of the car, letting GANverse3D predict a corresponding 3D textured mesh, as well as different parts of the vehicle such as wheels and headlights. They then used NVIDIA Omniverse Kit and NVIDIA PhysX tools to convert the predicted texture into high-quality materials that give KITT a more realistic look and feel, and placed it in a dynamic driving sequence.
Omniverse allows researchers to bring exciting, cutting-edge research directly to creators and end users, said Jean-Francois Lafleche, deep learning engineer at NVIDIA. Offering GANverse3D as an extension in Omniverse will help artists create richer virtual worlds for game development, city planning or even training new machine learning models.
GANs Power a Dimensional Shift Because real-world datasets that capture the same object from different angles are rare, most AI tools that convert images from 2D to 3D are trained using synthetic 3D datasets like ShapeNet.
To obtain multi-view images from real-world data - like images of cars available publicly on the web - the NVIDIA researchers instead turned to a GAN model, manipulating its neural network layers to turn it into a data generator.
The team found that opening the first four layers of the neural network and freezing the remaining 12 caused the GAN to render images of the same object from different viewpoints.
Keeping the first four layers frozen and the other 12 layers variable caused the neural network to generate different images from the same viewpoint. By manually assigning standard viewpoints, with vehicles pictured at a specific elevation and camera distance, the researchers could rapidly generate a multi-view dataset from individual 2D images.
The final model, trained on 55,000 car images generated by the GAN, outperformed an inverse graphics network trained on the popular Pascal3D dataset.
Read the full ICLR paper, authored by Wenzheng Chen, fellow NVIDIA researchers Jun Gao and Huan Ling, Sanja Fidler, director of NVIDIA's Toronto research lab, University of Waterloo student Yuxuan Zhang, Stanford student Yinan Zhang and MIT professor Antonio Torralba. Additional collaborators on the CVPR paper include Jean-Francois Lafleche, NVIDIA researcher Kangxue Yin and Adela Barriuso.
The NVIDIA Research team consists of more than 200 scientists around the globe, focusing on areas such as AI, computer vision, self-driving cars, robotics and graphics. Learn more about the company's latest research and industry breakthroughs in NVIDIA CEO Jensen Huang's k
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
02/05/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
06/04/2026
Michigan legends bring a new voice to the broadcast as TNT Sports and CBS Sports...
06/04/2026
From high school sports all the way up to the major leagues, building high-quali...
06/04/2026
Quickplay, an AI company for the media and entertainment industry, has been accepted into the Advanced tier of the TwelveLabs Ecosystem Partner Program. Quickpl...
06/04/2026
Grass Valley has announced the Future Playmakers Program, a global initiative to...
06/04/2026
El l der de operaciones impulsa la producci n en estudio mientras encuentra insp...
06/04/2026
The ops leader helps lead the charge in studio for the Spanish-language broadcas...
06/04/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, includ...
06/04/2026
The National Hockey League (NHL), in partnership with Verizon and the New Jersey Devils, today announced the opening of the NHL Innovation Lab powered by Verizo...
06/04/2026
Rock League, a new professional curling league, has announced that ESPN+ will stream its inaugural 2026 season for fans in the United States. The first Rock Lea...
06/04/2026
Advanced Systems Group has announced the appointment of Andrea (Andy) Cummis as Vice President of Systems Design and Engineering. In this role, she will lead de...
06/04/2026
Backed by Bolt Ventures, the venture brings Bryson DeChambeau, Grant Horvat, and...
06/04/2026
With this environment we can start that collaboration even earlier because we ca...
06/04/2026
Like the immortal lives of vampires, some stories never really end. That's t...
06/04/2026
As podcasting continues to evolve, growth increasingly means building beyond aud...
06/04/2026
Multiband dynamics plug-in enhanced
California-based developer FSK Audio have released a significant update for their innovative multiband dynamics processo...
06/04/2026
Share official & user-created full-rig presets
IK Multimedia's latest TONEX update makes it possible for users of the popular amp and effects modelling ...
06/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/04/2026
Dalet Showcases Dalia Agentic AI and End-to-End Media Workflows at NAB Show 2026
Brie Clayton April 6, 2026
0 Comments
Dalet, a leading technology and...
06/04/2026
OpenDrives Shows Off Sports Expertise in Sports Business Hub located in NAB Show...
06/04/2026
Proton to Demonstrate 3D Application at NAB 2026
Brie Clayton April 6, 2026
0 Comments
Yet further creative potential unleashed through innovation in ...
06/04/2026
Autoscript Highlights Voice-Driven Prompting and PTZ Solutions at NAB 2026
Brie Clayton April 6, 2026
0 Comments
Experience Autoscript Voice, PTZ prom...
06/04/2026
Mediaproxy Highlights Significant Enhancements to its LogServer suite at NAB Sho...
06/04/2026
Wayne, N.J., April 6th, 2026 Phantom High-Speed announces the release of PCC 4...
06/04/2026
April 6th, 2026
TRIBECA STUDIOS AND LILLY ANNOUNCE WINNERS OF INAUGURAL VITAL...
06/04/2026
Back to All News
Netflix Expands Kids Entertainment Lineup With Playground App ...
05/04/2026
Tackles all reported bugs!
SoundBridge have just announced the launch of a new update that introduces a couple of minor changes to their remote collaboratio...
04/04/2026
The University of Arizona's Men's Basketball team has only loss twice th...
04/04/2026
1080p HDR arrives, a new generation of storytelling tools takes center stage, an...
04/04/2026
Michigan legends bring a new voice to the broadcast as TNT Sports and CBS Sports...
04/04/2026
Faster, cleaner and more intuitive than ever
The control software for Flock Audio's digitally controlled patchbay systems has just been treated to an up...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
DHD Introduces AI-Based Audio Noise Reduction to XD3 IP Core
Brie Clayton April 3, 2026
0 Comments
The accompanying image shows the rear panel of the ...
04/04/2026
Macnica Redefines ST 2110 Flexibility with Two Speeds on One Card
Brie Clayton April 3, 2026
0 Comments
New for NAB Show 2026, MEP100 SmartNIC now sup...
04/04/2026
Unified Media Workflows for Story-Centric Production
Brie Clayton April 3, 2026
0 Comments
Framelight X unifies field capture, editing and publishing ...
03/04/2026
Michigan's Fab Five will reunite for an alternate presentation of the Mich...
03/04/2026
Avid will exhibit at NAB Show 2026 (April 18-22, Booth N2226, Las Vegas Convention Center), demonstrating its Content Core platform and new AI-driven workflow c...
03/04/2026
Mark Roberts Motion Control (MRMC) has announced the appointment of Nick Barthee as Chief Operating Officer.
The announcement follows MRMC's transition fro...
03/04/2026
Interra Systems has announced that Elite Media Technologies has selected its BATON file-based QC solution for media workflows. Elite Media Technologies speciali...
03/04/2026
Ateme has announced that Moldtelecom has deployed Ateme technologies across its streaming workflow, covering encoding, delivery, operations, and analytics.
Mol...
03/04/2026
Grass Valley will demonstrate Framelight X, its content management platform, at NAB Show 2026. The platform connects capture, ingest, editing, and publishing in...
03/04/2026
Encompass Digital Media and Techex have announced a cloud-native Master Control ...
Fasten your seatbelts. NVIDIA Research is revving up a new deep learning engine that creates 3D object models from standard 2D images - and can bring iconic cars like the Knight Rider's AI-powered KITT to life - in NVIDIA Omniverse.
