NVIDIA Isaac Perceptor

NVIDIA Isaac™ Perceptor, built on Isaac ROS, is a collection of NVIDIA® CUDA®-accelerated libraries, AI models, and reference workflows for the development of autonomous mobile robots (AMRs). These robots are designed to perceive, localize, and operate in unstructured environments like warehouses, factories, and outdoor settings.

You can integrate one or all of Isaac Perceptor’s technologies into your own AMR software stack to achieve advanced AI for perception capabilities or evaluate it with the NVIDIA Nova Orin™ Developer Kit.

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How NVIDIA Isaac Perceptor Works

Today’s unstructured environments pose unique predictability challenges for AMRs, including task-specific complexities like load pickup and dropoff. NVIDIA-accelerated libraries and AI models help you overcome these complexities by enabling advanced 3D perception capabilities that ensure optimal performance and modularity for your specific needs.

Isaac Perceptor is a collection of these libraries and models purpose-built for developers of autonomous forklifts and industrial mobile robots, powering robust visual odometry and 3D surround vision for obstacle detection and occupancy mapping.

A diagram showing  how NVIDIA Isaac Perceptor works

Quick Start Guide

Begin with an introduction to the basics of Isaac Perceptor.

Beginner Workflows

This guide outlines Isaac Perceptor's key components and provides a tested architecture compatible with NVIDIA Jetson Orin.

What’s New

See what’s available for Isaac Perceptor to improve an autonomous ‌robot’s environmental awareness.

Real-World Use Cases

Discover how Isaac Perceptor is revolutionizing the next generation of mobile robots.


Key Features

    Fully Optimized for Mobile Robots

    Drive innovation in autonomous forklifts and industrial mobile robots with advanced visual odometry and 3D surround vision technology for obstacle detection and spatial awareness.

    Scalable Sensor Architecture

    Tap into the industry’s first scalable architecture for one to eight cameras with time synchronization across all the cameras and Inertial Measurement Units (IMUs). 

    Ready for Deployment

    Take advantage of pre-integrated, extensively tested subgraphs for mobile robots to ensure seamless integration with existing software stacks and robots.

    Open Ecosystem

    Built on ROS

    NVIDIA Isaac Perceptor is built on the open-source ROS 2 (Robot Operating System) software framework. This lets the millions of developers in the ROS community easily take advantage of NVIDIA-accelerated libraries and AI models to accelerate their AI robot development and deployment workflows.

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    Open Robotics ROS logo

    ROS is a trademark of Open Robotics

    Visual AI for real-time 3D occupancy grid

    Real-Time 3D Occupancy Grid

    Get results 100X faster than with CPU-centric methods using nvblox. This NVIDIA® CUDA®-accelerated 3D reconstruction library can identify obstacles up to 5 meters away to provide a 2D costmap.

    An image showing accelerated stereo visual odometry

    Accelerated Stereo Visual Odometry and SLAM

    Seamlessly navigate environments with sparse visual features or repetitive patterns by fusing input from multiple viewpoints using NVIDIA cuVSLAM.

    Comparison of AI-based depth perception

    AI-Based Depth Perception

    Take advantage of stereo DNN for dense, detailed, robust complexity. The stereo disparity is calculated from a time-synchronized image pair sourced from a stereo camera and used to produce a depth image or point cloud for a scene.


    Get Started With Isaac Perceptor

    Download Isaac Perceptor

    Download Code

    To get started with the latest version of Isaac Perceptor, download the launch files from Github.

    Download Isaac Perceptor

    Build With Nova Orin and Our Partner Developer Kits

    The NVIDIA Nova Orin Developer Kit is a powerful compute and sensor platform designed to help robot OEMs and software companies accelerate the development and deployment of AMRs. You can benefit from the multi-camera support feature that integrates RGB cameras from partners like Orbbec and LIPS.


    Starter Kits

    Start developing your robotics applications with Isaac Perceptor by accessing tutorials, forums, release notes, and comprehensive documentation.

    Quickstart Guide: Isaac Perceptor on Nova Orin Developer Kit

    Get started with Isaac Perceptor on your Nova Orin Developer Kit with the following quickstart guides.

    Use Case: Wheel.me Self-Driving Robots Use RGo and the NVIDIA Isaac Platform

    Wheel.me stands out with its ambitious mission: to transform anything that moves into an autonomous mobile robot (AMR). Learn how the company, in collaboration with NVIDIA and RGo Robotics, is reshaping the landscape of mobile robotics.

    Test and Validate in Simulation

    Virtually train, test, and validate robotics systems using NVIDIA Isaac Sim and NVIDIA Isaac Lab.


    Isaac Perceptor Learning Library

    Tech Blog

    How to Calibrate Sensors With MSA Calibration Anywhere for NVIDIA Isaac Perceptor

    Learn how to use the Calibration Anywhere Solution to generate a calibration file that can be integrated into NVIDIA Isaac Perceptor.

    Tech Blog

    Create, Design, and Deploy Robotics Applications Using NVIDIA Isaac Workflows

    Learn more about the AI features used to accelerate the development of multi-camera, 3D surround-vision capabilities for AI-based autonomous mobile robots.

    Tutorial

    Autonomous Navigation With Isaac Perceptor and Nav2

    This tutorial will help you run autonomous navigation with the Nova Carter robot. It uses the Isaac Perceptor stack for local camera-based 3D perception, AMCL for lidar localization, and Nav2 for navigation.


    Ecosystem

    Our industry partners and collaborators are integrating NVIDIA Isaac Perceptor and accelerated computing into their platforms and solutions.

    NVIDIA Isaac Perceptor Ecosystem and Industry partner - ArcBest
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - BYD Electronics
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - Coretronic
     NVIDIA Isaac Perceptor Ecosystem and Industry partner - Gideon
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - Idealworks
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - Leopard Imaging
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - LIPS
    NVIDIA Isaac Manipulator Ecosystem and Industry partner - Main Street Autonomy
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - Orbbec
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - RGo Robotics
    NVIDIA Isaac Perceptor Ecosystem and Industry partner - Segway Robotics
     NVIDIA Isaac Perceptor Ecosystem and Industry partner - UR / MIR / Teradyne Robotics

    More Resources

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