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.
North America Stories
27/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
27/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
27/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
27/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
27/03/2026
At NAB Show 2026, Net Insight will showcase the next evolution of Nimbra Edge, its orchestration and control layer designed to manage live media services across...
27/03/2026
Harmonic (NASDAQ: HLIT) today announced powerful new innovations that further elevate the company's sports streaming solution. The advanced capabilities enh...
27/03/2026
Bitmovin, the leading provider of video streaming solutions, today announced significant new capabilities for Player Web X, its next-generation web video player...
27/03/2026
Riedel Communications today announced that Czech-based production company CS live has equipped its newest outside broadcast (OB) van with an integrated Riedel i...
27/03/2026
130 Industry Experts Confirmed as Show Celebrates its 10th Anniversary
MPTS, the UK's largest and most influential event for the media, production and tech...
27/03/2026
Grass Valley today announced the successful completion of a major live production deployment with NVP, a leading European media company specializing in live spo...
27/03/2026
Showcases resilient solutions for satellite-to-IP migration, REMI and hybrid live production
Appear ASA (Appear, OSE:APR), a global leader in live production t...
27/03/2026
San Francisco, California, March 2026 - Microsoft Ignite, a major annual conference hosted by Microsoft for developers, IT professionals, partners and business ...
27/03/2026
Clear-Com is proud to highlight its support for worship teams through professional communication solutions, with the deployment of its EQUIP wireless system a...
27/03/2026
Orban Collaborates with Sage on Virtualized EAS Technology Demo
Brie Clayton March 26, 2026
0 Comments
Sage Alerting Systems (SAS), in cooperation wit...
27/03/2026
Berklee Alums Bring GIANT to Broadway Brian and Dayna Lee BM '13 met and fell in love at Berklee, and now their production companys first Broadway debut i...
26/03/2026
Extron and Audio-Technica have announced that their Design Solutions devices, Ce...
26/03/2026
SPORTEL Asia took place March 24-25 at the Orchard Hotel Singapore, drawing 370 participants representing more than 220 companies from 35 countries. Approximate...
26/03/2026
LTN will demonstrate satellite-to-IP migration solutions for broadcasters, cable networks, MVPDs, and station groups at NAB Show 2026 (Booth W2100).
The C-Ban...
26/03/2026
The Seattle Mariners have partnered with Daktronics to install an upgraded outfi...
26/03/2026
The Esports Foundation (EF) has awarded National Team Partner status to organizations and individuals across more than 100 countries and territories for the Esp...
26/03/2026
Telestream has announced expanded integration between its Vantage workflow platf...
26/03/2026
FOR-A Corporation has announced a partnership with Nippon TV and NVIDIA to distr...
26/03/2026
CBS Sports and the WNBA have expanded their partnership through a new long-term, multiplatform rights agreement. CBS Sports will feature up to 20 regular-season...
26/03/2026
Zac Brown Band will star in the Sunday Night Baseball show open on NBC and Peacock, NBC Sports announced. The open was filmed at American Family Field, home of ...
26/03/2026
Major League Baseball opens the 2026 season with nationally televised games across multiple media partners. Fans can visit MLB.com/Watch for a complete schedule...
26/03/2026
DIRECTV has announced an agreement to carry nine new MLB-operated team channels, covering the Cincinnati Reds, Detroit Tigers (Detroit SportsNet), Kansas City R...
26/03/2026
Nationals.TV, the Washington Nationals' local broadcast channel, is now avai...
26/03/2026
Starting Thursday, March 26, MLB.TV will be available on the ESPN App, giving fans access to more than 2,000 out-of-market regular season games. Fans can also r...
26/03/2026
By Matt Klein
Hello to everyone reading this - whether you're a current YEP, HPA member, or just YEP-curious. I'm Matt Klein, one of the co-chairs of t...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
28 participating companies, from start-ups to blue-chips, lead the UK Group as part of the GREAT Britain and Northern Ireland presence across all the Halls at N...
26/03/2026
Arkona Unveils BLADE//planner and Major Usability Enhancements at NAB 2026
Brie Clayton March 26, 2026
0 Comments
New graphical configuration tool and...
26/03/2026
Bitfocus showcases complete control at NAB Show 2026
Brie Clayton March 26, 2026
0 Comments
Continuing development drives advances in security, availa...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/03/2026
Nevion introduces powerful new Panel Builder to enhance VideoIPath broadcast con...
26/03/2026
2026 Oscar Nominated Films Powered by Blackmagic Design
Brie Clayton March 25, 2026
0 Comments
DaVinci Resolve Studio used on 27 of this year's no...
26/03/2026
Leader to present full suite of advanced Test & Measurement solutions at NAB Sho...
26/03/2026
Boston Conservatory to Present New England and Collegiate Premiere of Groundbrea...
26/03/2026
Back to All News
Have a Wish Worth Dying For? Netflix's First Korean YA Hor...
26/03/2026
Back to All News
The Truthers, Starring Jose Coronado and St phanie Magnin, Pre...
26/03/2026
Editor's note: This post is part of Into the Omniverse, a series focused on ...
26/03/2026
That gaming backlog won't clear itself - GeForce NOW is here to help. Stream the latest titles straight from the cloud across a variety of devices.
This we...
25/03/2026
Live match directors Sarah Cheadle (Sky Sports), Rob Levi (TNT Sports), and Andrew Swift (BBC Sport) sit down with the Premier League's Rachel Nightingale t...
25/03/2026
The senior from Upstate New York is manning the mic while also interning for the athletic department's sports-information team
In the live-sports-video ind...
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.
