
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
09/11/2025
Dalet today announced a transformative leap forward for media operations: Agentic Artificial Intelligence (AI) that unifies the Dalet ecosystem under one natura...
06/10/2025
France T l visions, France's leading broadcaster, has received the 2025 EBU ...
18/09/2025
DirecTV continues to expand its women's sports offerings by adding Sports Fanatics' and Whoopi Goldberg's Free Ad-Supported Television (FAST) All Wo...
18/09/2025
WASHINGTON NextGen TV viewers are beginning to see what high dynamic range (HDR) brings to their football enjoyment with the launch of the sport's fall seas...
18/09/2025
WASHINGTON After issuing audit letters seeking Equal Employment Opportunity data from a randomly selected group of TV and radio stations in August, the Federal ...
18/09/2025
NEW YORK Warner Bros. Discovery and Nielsen have signed a new, long-term, multi-year deal that covers measurement for all Warner Bros. Discovery platforms acros...
18/09/2025
NEW YORK As part of its ongoing efforts to develop better measurement solutions, the Coalition for Innovative Media Measurement (CIMM) announced the launch of t...
18/09/2025
IRVING, Texas Following threats from the Federal Communications Commission and the announcement that the nations largest station group, Nexstar Media Group, wou...
18/09/2025
Individual phones could be tracked back to specific residential addresses
Sm...
18/09/2025
GeForce NOW is packing a monstrous punch this week. Dying Light: The Beast, the latest adrenaline fueled chapter in Techland's parkour meets survival horror...
18/09/2025
September 18 2025, 04:20 (PDT) Dolby Atmos arrives in Maruti Suzuki Victoris, e...
17/09/2025
Tech Focus: Audio Training, Part 2 - Manufacturers Offer Extensive Online Learni...
17/09/2025
Tech Focus: Audio Training, Part 1 - A1 Shortage Remains a Major-League Challeng...
17/09/2025
It was the ultimate convergence of pop culture and literary prestige: Last night, Dua Lipa brought her Service95 Book Club podcast to the stage for a special li...
17/09/2025
During August, streaming's share of TV viewing in Mexico showed an increase of 0.4% compared to the previous month, accounting for 25% of TV viewing.
Discl...
17/09/2025
CYPRESS, Calif. FOR-A America has named Jo Aun as senior manager of product engineering, a new role responsible for guiding the planning, development and rollou...
17/09/2025
PlayBox Neo, in partnership with CIS Group, a leading provider of media and broadcast technology solutions, has successfully deployed PlayBox Neo's Dual Cha...
17/09/2025
In a relationship that mirrors societal advances in sustainability, Brightline Lighting and the Federal Energy Regulatory Commission (FERC) Headquarters have en...
17/09/2025
Clear-Com is proud to support the world-class productions of Alley Theatre, one of the oldest and largest nonprofit resident theatres in the United States. With...
17/09/2025
Arch Platform Technologies (www.archpt.io), a pioneer in automated, scalable cloud infrastructure for high-performance workflows, today announced a Strategic Co...
17/09/2025
Over 300 selected decision-makers from start-ups, corporates, and VC funds worldwide will gather for the third edition of the event, united by a single goal: to...
17/09/2025
Telestream, a global leader in media workflow technologies, is excited to announce that its flagship Vantage platform and its next-generation AI capabilities re...
17/09/2025
Mediagenix, a global leader in smart content solutions that profitably connect the right content to the right audience, proudly announces its three Best of Show...
17/09/2025
In a move to further establish a firm foothold across South East Asia, PlayBox Neo, the well-respected name in broadcast playout and channel branding, has appoi...
17/09/2025
Wisycom, a global leader in advanced wireless audio solutions, announced two major wireless solutions at IBC 2025 (Stand 8.D30). This includes the Portable RF-o...
17/09/2025
Six Berklee Alumni Win Emmy Awards The recipients were recognized for their contributions to acclaimed programs Severance, The Studio, The Penguin, SNL50: The...
17/09/2025
Applications Open for Berklee in Santo Domingo The weeklong contemporary music program will run January 5-10, 2026.
By
Colette Greenstein
September 17, 2025
...
17/09/2025
Ukrainian Students Find Creative Consonance' at Berklee Valencia Through ELIA's UAx Platform, six students from Kyiv joined Berklee Valencia for a week...
17/09/2025
Earlier this year Avid announced Kenna Hilburn as its new senior vice president of product. Recently Hilburn was promoted to Avids new Chief Product Officer, su...
17/09/2025
Transatlantic collaboration combines experience and agility to drive innovation in network design and delivery
Luxembourg, September 16, 2025 - SES, a leading ...
17/09/2025
NEW YORK Madhive has announced that the Fox Television Stations have joined its Live Sports Marketplace....
17/09/2025
SYRACUSE, N.Y. Sony Electronics has announced that it is partnering with the Newhouse School at Syracuse University to provide state-of-the-art equipment, hands...
17/09/2025
SAN JOSE, Calif. Roku has announced that the first smart projector using its Roku TV operating system, the Aurzen Roku TV Smart Projector D1R Cube, is now avail...
17/09/2025
Today's creators are equal parts entertainer, producer and gamer, juggling game commentary, scene changes, replay clips, chat moderation and technical troub...
17/09/2025
Wednesday 17 September 2025
UK artists capture icons of stage and screen, inclu...
17/09/2025
Jo Returns to FOR-A as Senior Manager of Product Management and Engineering...
17/09/2025
For the Moon Safari anniversary tour, AIR opened the doors to their backstage. Just a few hours before the Paris concert, DPA met with two key figures of the te...
17/09/2025
Auditions will be held in Dublin, Cork and Galway
The County Parade returns f...
16/09/2025
SVG All-Stars: Leigh Michaud, Manager, Remote Operations, ESPNThe UConn grad rose from ESPN's mailroom to become one of its most valuable ops leadersBy Bran...
16/09/2025
Live From IBC 2025: Friday's Latest From Halls 1-4, Outdoor Exhibits in Amst...
16/09/2025
Live From IBC 2025: Saturday's Latest From Halls 5-7 in Amsterdam By SVG Staff
Friday, September 12, 2025 - 17:00
Print This Story
The SVG Europe and ...
16/09/2025
Live From IBC 2025: Sunday's Latest From Halls 8-10 in Amsterdam By SVG Staff
Saturday, September 13, 2025 - 17:00
Print This Story
The SVG Europe and...
16/09/2025
Live From IBC 2025: Monday's Latest From Halls 11-14 in Amsterdam By SVG Staff
Sunday, September 14, 2025 - 17:00
Print This Story
The SVG Europe and ...
16/09/2025
Amazon Prime Video Picks Up Four Hours of Early-Round Masters Coverage in 2026 By Jason Dachman, Editorial Director, U.S.
Tuesday, September 16, 2025 - 10:15...
16/09/2025
VERSANT Inks Deal for League One Volleyball as Women's Sports Rights Slate G...
16/09/2025
ESPN VP, Corporate Communications, Katina Arnold Named SVP, Disney Advertising C...
16/09/2025
IBC 2025 in Review: SVG Europe's Full Collection of Video Interviews From th...
16/09/2025
Hace una d cada, la m sica latina representaba apenas el 8% de las reproducciones globales en Spotify. Hoy, constituye m s de una cuarta parte (27%) de toda la ...
16/09/2025
A decade ago, Latin music made up just 8% of global Spotify streams. Today, it a...
16/09/2025
Spotify is expanding our video lineup with a new partnership with Zoo 55, part of ITV Studios. For the first time, acclaimed content from ITV Studios is landing...