
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
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
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
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 ...
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
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 ...
03/04/2026
Live Vertical Video automatically track the action on the court via AI technology and delivers a fully optimized, 9 16 live feed for viewers...
03/04/2026
As the Illini make their first trip to college basketball's biggest stage si...
03/04/2026
After last summer's Softball National Championship victory and last week'...
03/04/2026
The University of Arizona's Men's Basketball team has only loss twice th...
03/04/2026
Eight games across four tournaments will be played in three venues; accommodatio...
03/04/2026
The Ottawa Senators and Bell Media have announced a long-term rights extension for regional Ottawa Senators games on TSN and RDS. TSN Radio 1200 remains the exc...
03/04/2026
Massive production in Phoenix is run out of Game Creek Video Flagship mobile uni...
03/04/2026
New York April 2, 2026 TelevisaUnivision, the world's leading Spanish-la...
03/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...