HeadRoom: Lightweight, Edge-deployable Pipeline for Adaptive Notification Routing
National University of Singapore
This page is the companion website for our UIST 2026 submission. It first presents examples of the probes, followed by 15-second snippets from the videos used in our user study. We then show a qualitative example, recorded live using Aria glasses and our model running in real-time, illustrating our model’s real-time predictions.
User Study Probes Display (Audio Probe + Video Probe)
This video presents the two probe types used in our user study. First, you will hear the auditory probe as a beep sound, followed by the visual probe shown as a square.
Actual Video Snippets Used in the Study
The three clips below are the actual snippets shown to participants, in order: Video 1, Video 2, Video 3.
Video 2
Video 3
Aria Live Video
This example shows a live recording from Project Aria glasses, along with our model’s real-time visual and auditory availability predictions plotted below. The traces change over time in intuitive ways: loud sirens and other abrupt sounds are often accompanied by lower auditory availability, while visually busy or high-motion segments are often accompanied by lower visual availability.”
Visual Availability
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Audio Availability
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