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 ...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
08/09/2026
Comcast Technology Solutions (CTS) has announced a multi-year agreement with A E...
08/09/2026
Spectra Logic today announced the availability of Media Insight, a new capabilit...
08/09/2026
Rogers Communications and Quebecor have announced a 12-year sublicensing agreement for French-language national NHL games beginning with the 2026-27 season. TVA...
08/09/2026
Skyline Communications and Bridge Technologies will demonstrate two integrations...
08/09/2026
Boland Communications will make the European debut of its 4K55HDR7SNB 55-inch super-narrow-bezel monitor at IBC2026 (Stand 12.C57, RAI Amsterdam, September 11-1...
08/09/2026
Ateme and Comcast Technology Solutions (CTS) have announced a collaboration comb...
08/09/2026
Haivision has joined the IBC Accelerator Media Innovation Programme as part of t...
08/09/2026
Blackmagic Design has announced price reductions on its PYXIS 6K and Cinema Camera 6K models, effective immediately through Blackmagic Design resellers worldwid...
08/09/2026
AI-Media will demonstrate its LEXI Suite at IBC2026 (Booth 5.C34, September 11-1...
08/09/2026
Bitmovin and Ad Insertion Platform (AIP) have announced the first live deploymen...
08/09/2026
Grass Valley will demonstrate story-centric media workflows at IBC2026 (Booth 9.A01, RAI Amsterdam, September 11-14), connecting newsroom production, content ma...
08/09/2026
M2A Media and Ateme have announced a partnership integrating Ateme's video processing solutions into M2A Media's MediaToAnywhere platform for live sport...
08/09/2026
Ikegami will exhibit at IBC2026 (Stand 12.A31, RAI Amsterdam, September 11-14), including a Day 1 introduction of new cameras in the UNICAM XE series. Additiona...
08/09/2026
Broadcast industry analysts will be gathering plenty of insights at the 2026 IBC Show this weekend in Amsterdam, but Caretta Research has offered up some though...
08/09/2026
SENSHI and DAZN have announced a global broadcast partnership that will bring SENSHI's live events free to viewers in more than 200 markets. The partnership...
08/09/2026
New architecture built with Evertz will bring 4K HDR to Monday Night Football, N...
08/09/2026
Built for rap producers, by rap producers
Sauceware Audio, the independent plug-in company founded by Grammy-nominated producer Jacob (Travis Scott, 21 Sava...
08/09/2026
Classic Sound Techniques design revived
Warm Audio's latest release delivers a meticulous recreation of the preamp circuitry employed by the Sound Techn...
08/09/2026
Latest soft synth inspired by the Memorymoog
XILS Lab have just launched a software instrument that draws its inspiration from Moog's iconic Memorymoog,...
08/09/2026
The Airport Chaplain takes off as SBS's biggest launch of 2026
8 September, 2026
Media releases
1.67 million viewers on National Total TV to date
Best...
08/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/09/2026
Mo-Sys, the world-leading developer of virtual production, camera robotics and image tracking technology, has completed a business restructuring, which has incl...
08/09/2026
New York, September 8, 2026 The TSAmediaHUB audiovisual contribution and distribution infrastructure developed by Telef nica's Audiovisual Services area re...
08/09/2026
Expanded Riyadh operation brings Asharq and Thmanyah services together on a resilient on-premises Pebble platform.
Pebble, the leading automation, content mana...
08/09/2026
Techex, a pioneering leader in live video workflows, will showcase its broadest software feature set to date at IBC 2026 (Stand 2.B45), extending its lead in so...
08/09/2026
Visitors to Grass Valley's booth at IBC2026 will be introduced to new Framelight X capabilities that connect content acquisition, management, editing and pu...
08/09/2026
BCNEXXT will showcase the latest evolution of Vipe at IBC2026 (Stand 2.B09), introducing a series of innovations designed to deliver higher-quality audience exp...
08/09/2026
Bitmovin, a provider of video streaming solutions, has partnered with Ad Insertion Platform (AIP), a leading innovator in advanced ad insertion technologies, to...
08/09/2026
Brainstorm, a leading manufacturer of real-time graphics and augmented and virtual production, is announcing a major package of enhancements to its Suite 7 soft...
08/09/2026
Big Blue Marble is supporting TDF, French infrastructure and network operator, broadcasting Digital Terrestrial Television (DTT) and radio services, as a techno...
08/09/2026
Agents work inside a single production environment, from incoming wire copy to a live studio show...
08/09/2026
Building on their strategic partnership, Ceeblue and Layercake make the unthinkable possible: scalable sub-second streaming over standard DRM, SSAI, and CDN wor...
08/09/2026
Brainstorm, a leading manufacturer of real-time graphics, augmented and virtual production, is completing the environment for fast-paced broadcast production wi...
08/09/2026
A SaaS portfolio built to work together, helping operators grow audiences, monetise smarter and run leaner, on their own terms
At IBC 2026 (stand 1.B49) Synam...
08/09/2026
Accedo, global provider of video streaming software and services, has been selected by PlayOn Sports, a national leader in high school sports technology, to exp...
08/09/2026
LiveU, the leader in live IP-video solutions, is enabling The Associated Press to take global newsgathering to the next stage with intelligent connectivity and ...
08/09/2026
Mediagenix, a global leader in smart content solutions to profitably connect the right content to the right audience, today announced the latest evolution of it...
08/09/2026
Compact, power-efficient X Platform performance brings broadcast-grade reliability and ultra-low latency to space-constrained remote production (REMI) workflows...
08/09/2026
Zixi, the leader in live video delivery and workflow orchestration, and Kiloview, a leading provider of professional IP video encoding and decoding solutions, t...
08/09/2026
Collaboration gives content owners scalable CDN capacity and broadcasters enhanced flexibility, including for C-band transition planning
Quortex today announce...
08/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/09/2026
Telos Alliance and Pluxbox Announce Dynamic Media Facility Integration Partnersh...
08/09/2026
J nger Audio Showcases Industry-First S-ADM Cloud Workflow at IBC 2026
Search
Dolby, MainConcept, Techex and J nger Audio will showcase the industry's ...
08/09/2026
Tuesday 8 September 2026
Sky Go gets a major upgrade for Sky Glass and Sky Stream customers
Today, Sky launches a new version of the Sky Go app for Sky Glass ...
08/09/2026
Documentary thriller simulating a Russian attack on UK soil will culminate in a live final episode reuniting the playersTuesday 8 September 2026
Trailer releas...
08/09/2026
Tuesday 8 September 2026
Jamie Demetriou and Amelia Dimoldenberg to host next t...
08/09/2026
Wuppertal September 8, 2026
Riedel Introduces New OnAir Headset PlatformRiedel Communications today announced the launch of its new OnAir headset platform, a...
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.
