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Updated: Feb 3, 2026

Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment
Published on: December 11, 2015
MARINS: A Mobile Smartphone AR System for Pathfinding in a Dark Environment.
Pei-Huang Diao1, Naai-Jung Shih2
1Department of Architecture, National Taiwan University of Science and Technology, 43, Section 4, Keelung Road, Taipei 106, Taiwan. diaoph@msn.cn.
This study introduces the mobile augmented reality indoor navigation system (MARINS) for safe evacuation in dark or hazardous conditions. MARINS significantly reduces travel time and distance compared to traditional maps, enhancing user navigation and reducing misjudgments.
Area of Science:
- Human-Computer Interaction
- Navigation Systems
- Emergency Evacuation Technology
Background:
- Traditional evacuation routes rely on clear visibility and unobstructed paths, which are compromised in low-light or hazardous environments.
- Obstacles and disorientation can significantly impede safe and efficient emergency egress.
Purpose of the Study:
- To develop and evaluate a mobile augmented reality indoor navigation system (MARINS) for guiding users to exits in zero-lux conditions.
- To assess the effectiveness of MARINS in reducing travel time, distance, and misjudgments compared to traditional navigation methods.
Main Methods:
- Developed MARINS using Apple ARKit SDK and a Unity platform, incorporating simultaneous localization and mapping (SLAM).
- Tested the system in a maze scenario, comparing travel time and distance between an experimental group using MARINS and a control group using traditional maps.
- Utilized a smartphone's LED for path illumination in a 0-lux environment.
Main Results:
- MARINS significantly reduced travel time and distance compared to traditional maps.
- The system demonstrated higher usability and fewer misjudgments than traditional navigation methods.
- Experimental group showed improved navigation efficiency in both known spaces and total summation.
Conclusions:
- MARINS provides a viable solution for indoor navigation and evacuation in challenging low-light environments.
- Augmented reality navigation systems offer superior performance and usability over traditional methods for emergency egress.
- The developed system enhances safety and efficiency during critical evacuation scenarios.
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