Making moves to accelerate self-driving car development, NVIDIA was today named an Autonomous Grand Challenge winner at the Computer Vision and Pattern Recognition (CVPR) conference, running this week in Seattle.
Building on last year's win in 3D Occupancy Prediction, NVIDIA Research topped the leaderboard this year in the End-to-End Driving at Scale category with its Hydra-MDP model, outperforming more than 400 entries worldwide.
This milestone shows the importance of generative AI in building applications for physical AI deployments in autonomous vehicle (AV) development. The technology can also be applied to industrial environments, healthcare, robotics and other areas.
The winning submission received CVPR's Innovation Award as well, recognizing NVIDIA's approach to improving any end-to-end driving model using learned open-loop proxy metrics.
In addition, NVIDIA announced NVIDIA Omniverse Cloud Sensor RTX, a set of microservices that enable physically accurate sensor simulation to accelerate the development of fully autonomous machines of every kind.
How End-to-End Driving Works The race to develop self-driving cars isn't a sprint but more a never-ending triathlon, with three distinct yet crucial parts operating simultaneously: AI training, simulation and autonomous driving. Each requires its own accelerated computing platform, and together, the full-stack systems purpose-built for these steps form a powerful triad that enables continuous development cycles, always improving in performance and safety.
To accomplish this, a model is first trained on an AI supercomputer such as NVIDIA DGX. It's then tested and validated in simulation - using the NVIDIA Omniverse platform and running on an NVIDIA OVX system - before entering the vehicle, where, lastly, the NVIDIA DRIVE AGX platform processes sensor data through the model in real time.
Building an autonomous system to navigate safely in the complex physical world is extremely challenging. The system needs to perceive and understand its surrounding environment holistically, then make correct, safe decisions in a fraction of a second. This requires human-like situational awareness to handle potentially dangerous or rare scenarios.
AV software development has traditionally been based on a modular approach, with separate components for object detection and tracking, trajectory prediction, and path planning and control.
End-to-end autonomous driving systems streamline this process using a unified model to take in sensor input and produce vehicle trajectories, helping avoid overcomplicated pipelines and providing a more holistic, data-driven approach to handle real-world scenarios.
Watch a video about the Hydra-MDP model, winner of the CVPR Autonomous Grand Challenge for End-to-End Driving:
Navigating the Grand Challenge This year's CVPR challenge asked participants to develop an end-to-end AV model, trained using the nuPlan dataset, to generate driving trajectory based on sensor data.
The models were submitted for testing inside the open-source NAVSIM simulator and were tasked with navigating thousands of scenarios they hadn't experienced yet. Model performance was scored based on metrics for safety, passenger comfort and deviation from the original recorded trajectory.
NVIDIA Research's winning end-to-end model ingests camera and lidar data, as well as the vehicle's trajectory history, to generate a safe, optimal vehicle path for five seconds post-sensor input.
The workflow NVIDIA researchers used to win the competition can be replicated in high-fidelity simulated environments with NVIDIA Omniverse. This means AV simulation developers can recreate the workflow in a physically accurate environment before testing their AVs in the real world. NVIDIA Omniverse Cloud Sensor RTX microservices will be available later this year. Sign up for early access.
In addition, NVIDIA ranked second for its submission to the CVPR Autonomous Grand Challenge for Driving with Language. NVIDIA's approach connects vision language models and autonomous driving systems, integrating the power of large language models to help make decisions and achieve generalizable, explainable driving behavior.
Learn More at CVPR More than 50 NVIDIA papers were accepted to this year's CVPR, on topics spanning automotive, healthcare, robotics and more. Over a dozen papers will cover NVIDIA automotive-related research, including:
Hydra-MDP: End-to-End Multimodal Planning With Multi-Target Hydra-Distillation
Winner of CVPR's End-to-End Driving at Scale challenge
Read the NVIDIA technical blog
Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
CVPR best paper award finalist
Driving Everywhere With Large Language Model Policy Adaptation
See DRIVE Labs: LLM-Based Road Rules Guide Simplifies Driving
Is Ego Status All You Need for Open-Loop End-to-End Autonomous Driving?
Improving Distant 3D Object Detection Using 2D Box Supervision
Dynamic LiDAR Resimulation Using Compositional Neural Fields
BEVNeXt: Reviving Dense BEV Frameworks for 3D Object Detection
PARA-Drive: Parallelized Architecture for Real-Time Autonomous Driving
Sanja Fidler, vice president of AI research at NVIDIA, will speak on vision language models at the CVPR Workshop on Autonomous Driving.
Learn more about NVIDIA Research, a global team of hundreds of scientists and engineers focused on topics including AI, computer graphics, computer vision, self-driving cars and robotics.
See notice regarding software product information.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
01/06/2026
In its sixth year, the broadcaster's coverage has become a global brand and ...
01/06/2026
Designed to solve a common problem in broadcasting, the automated workflow detects, identifies, removes, and documents copyrighted music
AudioShake has introdu...
01/06/2026
The sports-analytics company combines its data with proprietary AI to help leagu...
01/06/2026
Category line-up & sponsors announced
Photo: Paul Clarke
The Production Music Awards (PMA) have announced that submissions are now officially open ahead of...
01/06/2026
New hybrid sample/synthesis instrument revealed
Excite Audio have just released the latest instalment in their Evolve series, which has been developed in co...
01/06/2026
Latest TONEX expansion captures three rare vintage amps
The newest addition to IK Multimedia's ever-growing TONEX line-up introduces a set of three incr...
01/06/2026
Musically intelligent soft synth gets upgraded
Scaler Music will be probably be best known to many for their music theory tools, but their product range al...
01/06/2026
SBS confirms its broadcast sponsors for FIFA World Cup 2026
1 June, 2026
Media releases
SBS has secured Hyundai, Hisense, Macca's, Rexona, bet365, Com...
01/06/2026
Rohde & Schwarz Satellite Industry Days 2026 guided by the motto From Earth to ...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Marshall Electronics is showcasing a comprehensive lineup of next-generation POV cameras, purpose-built to power today's connected AV environments, at InfoC...
01/06/2026
Adobe Announces Concept to Vector
Deepa Subramaniam June 1, 2026
0 Comments
One of the biggest frustrations we hear from designers is how difficult it...
01/06/2026
Vampire Feature Night Patrol Graded with DaVinci Resolve Studio
Brie Clayton June 1, 2026
0 Comments
Colorist shapes dark, gritty tone for horror thri...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/06/2026
Mardi 2 juin 14h00
FilmLight (ARRI), 10 rue Ren Boulanger, 75010 Paris
Rejoignez-nous pour d couvrir comment FLAPI (l'API FilmLight) peut transformer e...
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...
31/05/2026
Olivia P rez-Collellmir to Premiere Original Work at Gaud Centennial in Barcelona The Berklee graduate and faculty member will debut her choral symphony with...
31/05/2026
Back to All News
Netflix Wins 15 Awards at the Canadian Screen Awards - See Pho...
31/05/2026
Taiwan is home to more than 500 NVIDIA ecosystem partners. More than 1 million N...
31/05/2026
As factories move from isolated automation to plant-wide intelligence, manufacturers need AI systems that can connect live machine signals, quality systems, wor...
31/05/2026
The NVIDIA AI Cloud ecosystem is accelerating the global buildout of AI factory infrastructure. Partners are expanding capacity to meet growing demand from ente...
30/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/05/2026
Zero in on one that says yes (and no)
Andy Marken May 29, 2026
0 Comments
Hero image courtesy of Deposit Photos
For content creators the most difficu...
29/05/2026
With InfoComm 2026 just weeks away, NDI is giving attendees plenty of reasons to...
29/05/2026
Reaffirming a partnership that has defined Canadian sports broadcasting since 19...
29/05/2026
Mobile/tablet is No. 2 device for watching TV, suggesting that the sports-production industry needs to take another look at the format
Ring Digital's Sprin...
29/05/2026
Berliner Ensemble, one of Berlin's five major theater companies, has expande...
29/05/2026
Solid State Logic will showcase its new compact, fly-away TCA Tour audio product...
29/05/2026
Gerald (Jerry) Pierce, a pioneering technologist who helped shape the digital transformation of the motion picture industry, passed away last month on April 12 ...
29/05/2026
Paramount+ will be the English-language U.S. home for Barclays Women's Super...
29/05/2026
Further strengthening its virtualisation strategy to fully support broadcasters ...
29/05/2026
Swiss broadcaster Canal Alpha has deployed Harmonic's award-winning, software-based XOS Advanced Media Processor to modernize playout operations across cant...
29/05/2026
PTZOptics will showcase a new generation of intelligent video workflows at InfoComm 2026, June 17-19, Las Vegas. Visitors to booth N8227 will see how PTZOptics ...
29/05/2026
Arizona's Family has launched the Arizona's Family Sports (AZFS) streaming app, a new direct-to-consumer destination for live, local sports. The app is ...
29/05/2026
Starting in 2027, DAZN will be the exclusive home of The Canadian Football Leagu...
29/05/2026
Comcast Business has detailed the advanced network infrastructure it has deploye...
29/05/2026
In two-day event, leaders from academia and industry explored solutions to chall...
29/05/2026
The Basketball Tournament (TBT), now entering their 13th year of competition, ha...
29/05/2026
Roku has launched FOX One as a Premium Subscription on The Roku Channel in the U.S. Roku customers can now subscribe to FOX One using their Roku account for liv...
Making moves to accelerate self-driving car development, NVIDIA was today named an Autonomous Grand Challenge winner at the Computer Vision and Pattern Recognition (CVPR) conference, running this week in Seattle.
