overview

Introduction

Artificial Intelligence and Machine Learning are revolutionizing numerous fields, including Virtual and Augmented Reality. By incorporating ML into XR systems, we unlock significant potential for enhancing the user's immersive experience. This week, we will analyze the software architectures that underpin VR and AR systems, with a specific focus on four interconnected architectural components essential for task guidance assistants in immersive environments: knowledge transfer, perceptual attention, perceptual grounding, and user modeling.

Knowledge Transfer: Facilitates the sharing of information and expertise, enhancing the educational and operational capabilities of XR systems.
Perceptual Grounding: Links real-world physical objects and actions to their virtual representations, ensuring a coherent interaction between the virtual and real worlds.
Perceptual Attention: Manages the user's focus by prioritizing relevant information and filtering out irrelevant stimuli, crucial for maintaining engagement and effectiveness in complex environments.
User Modeling: Analyzes user behavior and preferences to tailor experiences that are more engaging and effective.

These components work together to provide a seamless and natural interaction between the virtual and real worlds, thereby significantly enhancing user experience

Learning Outcomes

Understand the Fundamental Components of VR/AR Software Architectures:
- Students will be able to identify and describe the key components of software architectures used in VR and AR systems.
Appreciate the Role of AI and ML in Enhancing VR/AR Experiences:
- Students will understand how AI and machine learning can be integrated into VR/AR systems to improve the immersive experience, including examples of real-world applications.
Analyze Architectural Components for Task Guidance in VR/AR:
- Students will be able to analyze and discuss the role of four specific architectural components: knowledge transfer, perceptual attention, perceptual grounding, and user modeling.