FocusAdapt: Context-aware Adaptive Focus Assistance in Diminished Reality

2026-08-30

AI Summary

为解决减实技术移除无关对象时可能消除有用信息的问题，FocusAdapt通过整合视觉显著性、语义相关性和注视行为来预测并选择性减少干扰物。

Abstract

Diminished Reality (DR) can reduce visual clutter by removing irrelevant objects. However, removing all task-irrelevant objects may eliminate useful contextual information and reduce situational awareness. We present FocusAdapt, a context-aware DR system that predicts object-level distraction by integrating visual saliency, semantic relevance, and gaze behavior. Based on findings from a formative study, FocusAdapt selectively diminishes highly distracting objects while preserving useful context, enabling adaptive focus assistance during procedural tasks.

Problem

• Diminished Reality
• context-aware
• situational awareness
• visual clutter

Innovation

• Context-aware
• Diminished Reality
• Visual Saliency
• Semantic Relevance
• Gaze Behavior