Presentation + Paper
19 December 2022 Strategies for the next generation of special-purpose computers for holography
Tomoyoshi Shimobaba, Takayuki Takahashi, Ikuo Hoshi, Fan Wang, Harutaka Shiomi, Takayuki Hara, Yogi Udjaja, Taira Suzuki, Takashi Nishitsuji, Takashi Kakue, Atsushi Shiraki, Tomoyoshi Ito
Author Affiliations +
Abstract
Holographic displays have gained attention as ideal displays because of their advantageous properties for perfectly controlling light wavefronts. However, their realization is hindered by the considerable amount of computation required for large holograms. We developed special-purpose computers for holography using field-programmable gate arrays. In this paper, we discuss strategies for next generation special-purpose computers, in which we will implement an oriented-separable convolution, which can compute holograms at high speed. This algorithm has almost the same circuit configuration as that of the previous special-purpose computers and can speed up computation by two to three orders of magnitude. In addition, we describe herein a post-processing technique using deep learning in which low-precision holograms calculated using a special-purpose computer are converted to high-precision holograms via a simple deep neural network.
Conference Presentation
© (2022) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Tomoyoshi Shimobaba, Takayuki Takahashi, Ikuo Hoshi, Fan Wang, Harutaka Shiomi, Takayuki Hara, Yogi Udjaja, Taira Suzuki, Takashi Nishitsuji, Takashi Kakue, Atsushi Shiraki, and Tomoyoshi Ito "Strategies for the next generation of special-purpose computers for holography", Proc. SPIE 12318, Holography, Diffractive Optics, and Applications XII, 123181U (19 December 2022); https://doi.org/10.1117/12.2642406
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KEYWORDS
Holograms

Computing systems

Holography

3D image reconstruction

Field programmable gate arrays

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