AI Training for Autonomous Vehicles

Accelerating Autonomous Vehicle Training and Development

NVIDIA's infrastructure for autonomous vehicles encompasses the complete data center hardware, software, and workflows needed to develop safe autonomous vehicles—from neural network development and training to testing and validation in simulation.

Objects and pedestrians being detected on a road for AI training.

Massive Data Processing

Autonomous vehicles generate terabytes of data daily from sensors like cameras, lidar, and radar. This data has to be processed, labeled, and used for training AI models.

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Images captured and replayed from an autonomous vehicle.

Record and Replay

Sensor data, system logs, and other records can be replayed to recreate the conditions, enabling problem diagnosis and root cause identification. 

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Road scenarios and data being integrated into an algorithm.

Continuous Learning

AV systems need to improve over time, learning from new data and scenarios to refine their decision-making algorithms.

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NVIDIA OVX

NVIDIA OVX

This system powers high-fidelity autonomous vehicle sensor simulations, helping you test and validate complex scenarios at scale.

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Announcements

NVIDIA Launches Cosmos, World Foundation Model Platform for Developing Physical AI

NVIDIA Cosmos™ is a platform comprising state-of-the-art generative world foundation models, advanced tokenizers, guardrails, and an accelerated video processing pipeline built to accelerate the development of physical AI systems such as autonomous vehicles and robots.

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Resources

NVIDIA Research Wins CVPR Autonomous Grand Challenge for End-to-End Driving

NVIDIA Research Wins CVPR Autonomous Grand Challenge for End-to-End Driving

NVIDIA showcased accelerated computing and generative AI breakthroughs for autonomous vehicle development at the Computer Vision and Pattern Recognition conference.

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Automotive Safety Report

Automotive Safety Report

NVIDIA platforms are built with safety at their core, prioritizing robust training, simulation, and real-time decision-making to ensure smarter, safer transportation for everyone.

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DRIVE Videos

DRIVE Videos

The NVIDIA DRIVE™ team is constantly innovating, developing end-to-end autonomous driving solutions that are transforming the industry. 

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Learn more about NVIDIA DGX Cloud and NVIDIA AI Enterprise

Accelerate AV Development with DGX Cloud and NVIDIA AI Enterprise

Join this webinar to learn how NVIDIA DGX™ Cloud provides ‌high-performance computing at scale, and how NVIDIA AI Enterprise provides access to hundreds of AV frameworks. 

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NVIDIA DRIVE Infra for AV Development and Testing

NVIDIA DRIVE Infra for AV Development and Testing

Gain insights from NVIDIA's AV training and testing efforts on NVIDIA DGX SuperPOD™, including AI infrastructure at scale, overcoming data management challenges, and MLOps.

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AI Training for Autonomous Vehicles

AI Training for AVs

Hear how NVIDIA is developing autonomous vehicles and training neural networks to let AVs perceive and react to their environments.

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Find out how you can start developing AI-powered autonomous vehicles.

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