
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
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/09/2026
New standalone solution gives production teams everything they need to create, produce and deliver live content from one flexible system.
Grass Valley today an...
11/09/2026
Recognition honors the development of FPV drone camera systems for live sports broadcast coverage
Wave Central, a Domo Broadcast Company that develops advanced...
11/09/2026
Teradek, the industry leader in zero-delay wireless video solutions, announced the launch of Bolt 7, which now includes a unified wireless video and data system...
11/09/2026
The ACT Entertainment tvONE and Green Hippo Pixel Academy has released its autumn course schedule, with hands-on training dates in September, October and Novemb...
11/09/2026
LA JOLLA, CA-Transthyretin amyloid disease (ATTR) is a progressive, life-threatening condition caused when the protein transthyretin (TTR) breaks apart and aggr...
11/09/2026
Major Update to Blackmagic Cloud
Brie Clayton September 10, 2026
0 Comments
Blackmagic Design has announced a major update to Blackmagic Cloud which a...
11/09/2026
Dalet Helps Media Organizations Navigate the Rise of Synthetic Content with NVID...
10/09/2026
Duff Foreman is an AI-generated announcer who will add color to this month's New Mexico Open...
10/09/2026
Bitmovin is rolling out Encoder Version 3, the next major release of the technology behind its VOD and Live Encoders. Version 3 is built on a premise every stre...
10/09/2026
At IBC2026, on booth 1.B47, Net Insight will showcase Open Live Media, its architecture for delivering resilient live media services across networks, partners, ...
10/09/2026
The Professional Women's Hockey League (PWHL) and Scripps Sports have announced a national broadcast rights agreement for the 2026-27 season, a landmark par...
10/09/2026
The Trusted Partner Network (TPN), the global content security initiative powere...
10/09/2026
The NFL is launching its most expansive creator programming yet, bringing togeth...
10/09/2026
Sportsnet is set to deliver its biggest hockey season ever with a national sched...
10/09/2026
LiveU is now a Clarus Integrated Reseller, bringing Starlink's fast, reliabl...
10/09/2026
Mimir is the cloud-native media production platform built for teams that need to move media fast across live, archive, web, social, and broadcast workflows. At ...
10/09/2026
ATSC is being honored with a 2026 Technology & Engineering Emmy Award by the Nat...
10/09/2026
Audio-Technica has introduced the BP880R Contact Transducer, a specialized micro...
10/09/2026
TMRW Sports in partnership with the LPGA, today announced multiyear U.S. media rights agreements with ESPN and Scripps Sports/ION to bring WTGL, the new women...
10/09/2026
SportsNet Pittsburgh (SNP) in partnership with Major League Baseball and the Pit...
10/09/2026
Tennis Channel announced today its launch as a Premium Subscription on The Roku Channel.
Tennis Channel offers viewers a single home for Tennis Channel and Ten...
10/09/2026
Dolby has announced major updates to Dolby OptiView, its live sports platform, ahead of IBC 2026. The updates include new AI-powered intelligence to better unde...
10/09/2026
Dalet has appointed Brian Doheny as CEO. Doheny joined Dalet as President and Chief Revenue Officer in April 2026. Since joining Dalet, Doheny has led the compa...
10/09/2026
Sony, as well as its partner company Nevion, is starting IBC 2026 with a handful of announcements for attendees to see on the show floor.
Sony Announces the 4t...
10/09/2026
The six-year-old venue is expanding capabilities for NFL action, Super Bowl LXI, 2028 Summer Olympics
SoFi Stadium, as well as the surrounding area known as Ho...
10/09/2026
France launch follows UK and Germany as Nielsen expands product across EMEA
Paris, France, September 10, 2026 - Nielsen, a global leader in audience measuremen...
10/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
10/09/2026
Leading professional audio manufacturers NUGEN Audio, RTW, Steinberg and Telos Alliance have joined forces with Fraunhofer IDMT to establish a common approach t...
10/09/2026
Built Into Setplex's Zapflex Platform, AI Insider Turns Video Service Data Into Actionable Insights
Setplex today introduced AI Insider, a breakthrough new...
10/09/2026
Managed service changes dialogue without actor-specific training or facial rigging while preserving the original performance and fitting established post-produc...
10/09/2026
The ACT Entertainment tvONE and Green Hippo Pixel Academy has released its autumn course schedule, with hands-on training dates in September, October and Novemb...
10/09/2026
Orange Polska continues to Rely on Viaccess-Orca for Secure TV Services and the Next Phase of its Technology Evolution
Viaccess-Orca (VO), a global leader in T...
10/09/2026
Generate and create directly in your timeline with new AI-powered innovations in...
10/09/2026
Tedial is introducing Media Business Hub (MBH) at IBC 2026, a new business enablement platform designed to help media organizations unlock the full value of the...
10/09/2026
Globecast, a leading provider of broadcast, media and entertainment managed services, will unveil the next phase of its transformation at IBC2026 with a preview...
10/09/2026
Fabric Data and TMT Insights today announced that the two companies are combining to create Fabric Insights, uniting authoritative data, purpose-built software,...
10/09/2026
Operative, the preferred advertising and broadcast management provider for the world's leading media brands, today announced a comprehensive slate of new pr...
10/09/2026
Test & measurement innovator, Leader Electronics of Europe, has announced the launch of its latest range of handheld signal generation, analysis and monitoring ...
10/09/2026
The partnership begins with native Zixi protocol support on the Kiloview D350 and will extend to deeper product integration and joint go-to-market initiatives
...
10/09/2026
Avid and FilmLight announce strategic partnership to reimagine the color pipelin...
10/09/2026
Maxon Brings Exclusive Preview of Fall Innovations to IBC2026
Brie Clayton September 10, 2026
0 Comments
IBC attendees will get the first look at new ...
10/09/2026
Puget Systems Launches Built Different by Puget Systems, A New Podcast That Go...