Advanced Imaging, Volume. 2, Issue 6, 061002(2025)

Real-time physics-informed neural network image reconstruction for a see-through camera via an AR lightguide

Tom Glosemeyer*, Yuchen Ma, Robert Kuschmierz, Jiachen Wu, Liangcai Cao, and Jürgen W. Czarske
References(43)

[2] D. Cheng et al. Design and manufacture AR head-mounted displays: a review and outlook. Light: Adv. Manuf., 2, 350(2021).

[5] B. C. Kress, M. Pace. Holographic optics in planar optical systems for next generation small form factor mixed reality headsets. Light: Adv. Manuf., 3, 771(2022).

[22] J.-H. Park, B. Lee. Holographic techniques for augmented reality and virtual reality near-eye displays. Light: Adv. Manuf., 3, 137(2022).

[28] N. Koukourakis et al. Investigation of human organoid retina with digital holographic transmission matrix measurements. Light: Adv. Manf., 3, 211(2022).

[29] C. Bilsing et al. Adaptive-optical 3D microscopy for microfluidic multiphase flows. Light: Adv. Manuf., 5, 385(2024).

[31] R. Kuschmierz et al. Ultra-thin 3D lensless fiber endoscopy using diffractive optical elements and deep neural networks. Light: Adv. Manuf., 2, 415(2021).

[32] J. Lich et al. Single-shot 3D incoherent imaging with diffuser endoscopy. Light: Adv. Manuf., 5, 1(2024).

[33] O. Ronneberger, P. Fischer, T. Brox. U-Net: convolutional networks for biomedical image segmentation, 234(2015).

[42] E. Agustsson, R. Timofte. NTIRE 2017 challenge on single image super-resolution: dataset and study(2017).

[43] B. Lim et al. Enhanced deep residual networks for single image super-resolution(2017).

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Tom Glosemeyer, Yuchen Ma, Robert Kuschmierz, Jiachen Wu, Liangcai Cao, Jürgen W. Czarske, "Real-time physics-informed neural network image reconstruction for a see-through camera via an AR lightguide," Adv. Imaging 2, 061002 (2025)

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Paper Information

Category: Research Article

Received: Jul. 1, 2025

Accepted: Aug. 27, 2025

Published Online: Jan. 24, 2025

The Author Email: Tom Glosemeyer (tom.glosemeyer@tu-dresden.de)

DOI:10.3788/AI.2025.10018

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