Deploying YOLO Models on HoloLens 2: Balancing Performance and Efficiency in AR Applications

This study explores deploying efficient YOLO object detection models on the Microsoft HoloLens 2, an advanced augmented reality (AR) device. The HoloLens 2's limited computational power, memory, and energy efficiency present challenges for implementing AI models like YOLO. We focus on optimizing FPS and model performance to ensure seamless AR interactions, addressing these resource constraints while enhancing the user experience.

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Publication Details

Journal
The Japanese Journal of Ergonomics
Published
2025-05-21
DOI
https://doi.org/10.5100/jje.61.2e01-01
Primary Topic
Robotics and Sensor-Based Localization
Type
article
Field-Weighted Citation Impact
0.00
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article

Deploying YOLO Models on HoloLens 2: Balancing Performance and Efficiency in AR Applications

Pei‐Chun Chen, Ying-Yin Huang
The Japanese Journal of Ergonomics
Robotics and Sensor-Based Localization
article

Deploying YOLO Models on HoloLens 2: Balancing Performance and Efficiency in AR Applications

Pei‐Chun Chen, Ying-Yin Huang
article en

Abstract

This study explores deploying efficient YOLO object detection models on the Microsoft HoloLens 2, an advanced augmented reality (AR) device. The HoloLens 2's limited computational power, memory, and energy efficiency present challenges for implementing AI models like YOLO. We focus on optimizing FPS and model performance to ensure seamless AR interactions, addressing these resource constraints while enhancing the user experience.

The Japanese Journal of ErgonomicsVol. 61(Supplement)
National Taiwan University (TW)
Affordable and clean energy
Openalex Percentile: Top 76%
Robotics and Sensor-Based Localization
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