NVIDIA Omniverse Replicator
NVIDIA Omniverse™ Replicator is a core extension of the Omniverse platform that lets developers easily build custom synthetic data generation (SDG) tools and pipelines. You now have a faster way to generate physically accurate synthetic data for training computer vision AI models and networks.
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Benefits of Developing with Omniverse Replicator
Accelerated AI Training
Bootstrap your computer vision model training process by quickly prototyping with synthetic data across a multitude of domains before training on real data.
Accurate AI Models
Increase model accuracy by generating diverse, photoreal, and physically accurate training data by varying lighting, object poses, scenes, and more.
Scale Up and Out
Generate large datasets quickly by easily scaling across multi-GPU, multi-node compute resources—either on premises or in the cloud.
Privacy and Diversity
Address privacy issues and reduce bias by generating diverse datasets to represent the real world.
Building Synthetic Data Pipelines
Multiple domains use Omniverse Replicator to build robust, iterative synthetic data generation pipelines.
Import Assets From Your 3D Content Tools
Low-Code Workflow Unlocks Faster Content Generation
YAML-based workflow abstracts away the complexity of building your SDG pipelines. Describe the parameters and requirements of your scene using simple syntax to generate the data without writing extensive lines of code.
Watch the Replicator YAML Video
Create Diverse Data With Domain Randomization
Customizable, open APIs for randomizers and annotators let you build your own domain-specific workflow to programmatically generate diverse training data sets.
Read the Blog About Domain Randomization Watch the Tutorial on How to Randomize a Scene Using Replicator
Custom and Non-Visual Sensors
Easily simulate custom sensors at scale, simultaneously in both the visible and non-visible spectrum in the same scene (e.g. infrared).
Read the Blog About Physically-Based Sensor Simulations
Integrate Replicator Into Your Cloud-Native Workflows
Build custom synthetic data pipelines on a modern cloud-native infrastructure.
Self-Deploy and Manage Replicator in the Cloud Learn More About Omniverse Cloud Enterprise Offering
Generate Synthetic Data for Defect Detection
Learn how companies are using Omniverse Replicator to generate 3D synthetic data to detect defects in industrial digitalization.
Read the Blog Watch the Tutorial
Inspect Your Data With Replicator Insight
Available in the Omniverse Launcher, the Omniverse Replicator Insight app enables developers to quickly view, navigate, and inspect their synthetically generated renders.
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Built on Omniverse Replicator
NVIDIA and the developer ecosystem have built domain-specific synthetic data generation tools on Omniverse Replicator. Explore ready-made tools and get started on your synthetic data workflows today.
NVIDIA DRIVE Sim™ is a high fidelity, physically based platform for end-to-end autonomous vehicle simulation. DRIVE Sim leverages the capabilities of Omniverse Replicator to generate pixel-accurate ground truth synthetic data for training, testing, and validating autonomous vehicle perception algorithms.
Explore DRIVE Sim
NVIDIA Isaac Sim™ is a scalable robotics simulation application and synthetic data-generation tool that powers photorealistic, physically accurate virtual environments to develop, test, and manage AI-based robots. Isaac Sim uses Omniverse Replicator as its powerful synthetic data-generation engine.
Explore Isaac Sim
Get started building a synthetic data generation pipeline.
NVIDIA RTX Systems
The unrivaled power and capability found in the latest generations of NVIDIA RTX™-enabled GPUs deliver the performance needed for the real-time, multi-app, and AI features built into Omniverse.
Learn More About NVIDIA RTX Systems
NVIDIA Omniverse™ Cloud is a cloud services platform that enables development, deployment, and management of advanced 3D applications and pipelines. Omniverse Cloud developer APIs are coming soon.
Learn More About Omniverse Cloud
Omniverse Cloud APIs Are Coming Soon
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Become a Part of Our Community
Become a part of a global network of 3D creators and developers connecting and creating virtual worlds with NVIDIA Omniverse.
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