Digital Twin Journey: Computer Vision AI Model Enhancement with Dell Technologies Solutions & NVIDIA Omniverse

• 1

  Introduction
• 2

  White paper focus
• 3

  Digital Twin
• 4

  Digital Twin Consortium
• 5

  3D Digital Twins

• 1

  Business considerations
• 2

  Business benefits
• 3

  Business challenges

• 1

  Solution overview
• 2

  Characteristics of a Digital Twin
• 3

  Foundational building blocks of a Digital Twin
  • Core Digital Twin components
  • Real-world data input
  • Starting point for a Digital Twin journey
• 4

  Solution
  • Computer Vision
  • 3D Digital Twin model/simulation framework
  • Synthetic data generation
  • Apply virtual model to real world

• 1

  Partner overview
• 2

  Omniverse
  • Omniverse attributes
  • Omniverse Platform
  • Foundation app templates
• 3

  Omniverse Digital Twin Technology
  • SimReady assets
  • Isaac Sim and Replicator
• 4

  GPUs for Omniverse
  • NVIDIA vGPU
  • Transfer Learning ToolKit for AI Optimization (TAO)

• 1

  Solution architecture overview
• 2

  Physical architecture
• 3

  Computing
• 4

  Applications and Virtualized Infrastructure

• 1

  Use case validation
• 2

  3D simulations
  • Simple scene interaction with SimReady assets
  • Complex scene interaction with Several SimReady assets
• 3

  Synthetic data generation
• 4

  Developing a Computer Vision AI object detection model with synthetic data
  • Training and validation
  • Inferencing

• 1

  Conclusions

• 1

  References