[3Dp1-12L] Simulation of Light Propagation in a HOE-based AR Display System by Deep Learning-based Convolutional Neural Network | Proceedings of the International Display Workshops Volume 31 (IDW '24)

Proceedings of the International Display Workshops Volume 31 (IDW '24)

Dec 4 - Dec 6, 2024Sapporo Convention Center

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Proceedings of the International Display Workshops Volume 31 (IDW '24)

Dec 4 - Dec 6, 2024Sapporo Convention Center

[3Dp1-12L]Simulation of Light Propagation in a HOE-based AR Display System by Deep Learning-based Convolutional Neural Network

*ZIH FAN CHEN¹, Shiuan Huei Lin¹, Vera Marinova², Ken Y. Hsu¹(1. National Yang Ming Chiao Tung University (Taiwan), 2. Institute of Optical Materials and Technologies (Bulgaria))

https://doi.org/10.36463/idw.2024.0775

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Keywords:

Volume Holographic Optical Elements,Augmented Reality,Convolutional Neural Network,color distribution

We propose a CNN model to simulate wave propagation in an AR system using Volume Holographic Optical Elements (VHOEs). The model, trained with Coupled Wave Theory (CWT) data, accurately predicts color distribution (nearly 100%), demonstrating its potential for HOE-based AR display studies.

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