High-quality binary amplitude hologram generation for digital micromirror device based holographic display

• We propose subsampling binary stochastic gradient descent (SSB-SGD) for generating binary amplitude holograms (BAH). • SSB-SGD combines object subsampling, binarized stochastic gradient descent, and temporal multiplexing. • Object subsampling significantly increases the convergence of binary stochastic gradient descent and reduces speckle noise. • Holograms generated with SSB-SGD exhibit improved reconstruction quality compared to those obtained with other BAH generation methods. • This improved quality is verified through an experimental hologram projection scheme based on a digital micromirror device. In this work, we demonstrate a high-performance binary amplitude hologram generation method and verify its performance with an experimental holographic projection scheme based on binary amplitude modulation by means of a digital micromirror device. The proposed method consists of a subsampling procedure applied to a target scene prior to hologram generation with binarized stochastic gradient descent (B-SGD). In combination with temporal multiplexing, this approach leads to holographic reconstructions with significantly improved quality when compared to direct application of the B-SGD and other common binary amplitude hologram generation methods. Furthermore, our proposal achieves this improved quality with nearly the same computational speed as the conventional B-SGD. Numerical results confirm the validity of our proposal, and an experimental holographic projection scheme is implemented to demonstrate its feasibility.

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Publication Details

Journal
Optics and Lasers in Engineering
Published
2025-04-12
DOI
https://doi.org/10.1016/j.optlaseng.2025.108994
Citations
4
Primary Topic
Advanced Optical Imaging Technologies
Type
article
Field-Weighted Citation Impact
4.54

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article

High-quality binary amplitude hologram generation for digital micromirror device based holographic display

John Fredy Barrera, Alejandro Velez-Zea, César Antonio Hoyos-Peláez
4 citations
Optics and Lasers in Engineering
Advanced Optical Imaging Technologies
4.54
article

High-quality binary amplitude hologram generation for digital micromirror device based holographic display

John Fredy Barrera, Alejandro Velez-Zea, César Antonio Hoyos-Peláez
article en
4 citations

Abstract

• We propose subsampling binary stochastic gradient descent (SSB-SGD) for generating binary amplitude holograms (BAH). • SSB-SGD combines object subsampling, binarized stochastic gradient descent, and temporal multiplexing. • Object subsampling significantly increases the convergence of binary stochastic gradient descent and reduces speckle noise. • Holograms generated with SSB-SGD exhibit improved reconstruction quality compared to those obtained with other BAH generation methods. • This improved quality is verified through an experimental hologram projection scheme based on a digital micromirror device. In this work, we demonstrate a high-performance binary amplitude hologram generation method and verify its performance with an experimental holographic projection scheme based on binary amplitude modulation by means of a digital micromirror device. The proposed method consists of a subsampling procedure applied to a target scene prior to hologram generation with binarized stochastic gradient descent (B-SGD). In combination with temporal multiplexing, this approach leads to holographic reconstructions with significantly improved quality when compared to direct application of the B-SGD and other common binary amplitude hologram generation methods. Furthermore, our proposal achieves this improved quality with nearly the same computational speed as the conventional B-SGD. Numerical results confirm the validity of our proposal, and an experimental holographic projection scheme is implemented to demonstrate its feasibility.

Optics and Lasers in EngineeringVol. 191
Universidad de Antioquia (CO)
Sistema General de Regalías de Colombia, Optica Foundation
Affordable and clean energy
Openalex Percentile: Top 6%
Advanced Optical Imaging Technologies
4.54
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High-quality binary amplitude hologram generation for digital micromirror device based holographic display — John Fredy Barrera, Alejandro Velez-Zea, et al. · Optics and Lasers in Engineering (2025) | TGRS Research Map | TGRS