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Computer Generated Hologram Optimization for Lens Aberration

Published: 13 December 2022 Publication History

Abstract

We propose a lens aberration correction method for holographic displays via a light wave propagation simulation and optimization algorithm. Aberration correction is an important technology to obtain noise-less hologram images in holographic displays. We optimized phase holograms with an automatic differentiation technique and Adam optimizer, and aberration corrected images were achieved. Given an aberrated lens with a focal length of 20mm, the optimized holographic image has a PSNR value of 32.

References

[1]
Joseph W Goodman. 2005. Introduction to Fourier optics. Introduction to Fourier optics, 3rd ed., by JW Goodman. Englewood, CO: Roberts & Co. Publishers, 2005 1 (2005).
[2]
Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980(2014).
[3]
Yifan Peng, Suyeon Choi, Nitish Padmanaban, and Gordon Wetzstein. 2020. Neural Holography with Camera-in-the-Loop Training. ACM Trans. Graph. 39, 6, Article 185 (nov 2020), 14 pages. https://doi.org/10.1145/3414685.3417802
[4]
Yasuhiro Takaki and Naohiro Fujimoto. 2018. Flexible retinal image formation by holographic Maxwellian-view display. Opt. Express 26, 18 (Sep 2018), 22985–22999. https://doi.org/10.1364/OE.26.022985
[5]
Kenta Yamamoto, Ippei Suzuki, Kosaku Namikawa, Kaisei Sato, and Yoichi Ochiai. 2021. Interactive Eye Aberration Correction for Holographic Near-Eye Display. In Augmented Humans Conference 2021 (Rovaniemi, Finland) (AHs’21). Association for Computing Machinery, New York, NY, USA, 204–214. https://doi.org/10.1145/3458709.3458955

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  • (2023)Artificially Intelligent and Interactive 3D HologramHCI International 2023 Posters10.1007/978-3-031-36004-6_50(367-373)Online publication date: 9-Jul-2023

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  1. Computer Generated Hologram Optimization for Lens Aberration

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    Published In

    cover image ACM Conferences
    SA '22: SIGGRAPH Asia 2022 Posters
    December 2022
    120 pages
    ISBN:9781450394628
    DOI:10.1145/3550082
    • Editors:
    • Soon Ki Jung,
    • Neil Dodgson
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 13 December 2022

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    Author Tags

    1. hologram
    2. lens aberration
    3. optimization

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    • Refereed limited

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    SA '22
    Sponsor:
    SA '22: SIGGRAPH Asia 2022
    December 6 - 9, 2022
    Daegu, Republic of Korea

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    Overall Acceptance Rate 178 of 869 submissions, 20%

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    • (2023)Artificially Intelligent and Interactive 3D HologramHCI International 2023 Posters10.1007/978-3-031-36004-6_50(367-373)Online publication date: 9-Jul-2023

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