[HTML][HTML] Deep-learning computational holography: A review

T Shimobaba, D Blinder, T Birnbaum, I Hoshi… - Frontiers in …, 2022 - frontiersin.org
Deep learning has been developing rapidly, and many holographic applications have been
investigated using deep learning. They have shown that deep learning can outperform …

End-to-end learning of 3d phase-only holograms for holographic display

L Shi, B Li, W Matusik - Light: Science & Applications, 2022 - nature.com
Computer-generated holography (CGH) provides volumetric control of coherent wavefront
and is fundamental to applications such as volumetric 3D displays, lithography, neural …

Time-multiplexed neural holography: a flexible framework for holographic near-eye displays with fast heavily-quantized spatial light modulators

S Choi, M Gopakumar, Y Peng, J Kim… - ACM SIGGRAPH 2022 …, 2022 - dl.acm.org
Holographic near-eye displays offer unprecedented capabilities for virtual and augmented
reality systems, including perceptually important focus cues. Although artificial intelligence …

Deep learning-based incoherent holographic camera enabling acquisition of real-world holograms for holographic streaming system

H Yu, Y Kim, D Yang, W Seo, Y Kim, JY Hong… - Nature …, 2023 - nature.com
While recent research has shown that holographic displays can represent photorealistic 3D
holograms in real time, the difficulty in acquiring high-quality real-world holograms has …

Multisource holography

G Kuo, F Schiffers, D Lanman, O Cossairt… - ACM Transactions on …, 2023 - dl.acm.org
Holographic displays promise several benefits including high quality 3D imagery, accurate
accommodation cues, and compact form-factors. However, holography relies on coherent …

Diffraction model-driven neural network trained using hybrid domain loss for real-time and high-quality computer-generated holography

H Zheng, J Peng, Z Wang, X Shui, Y Yu, X Xia - Optics Express, 2023 - opg.optica.org
Learning-based computer-generated holography (CGH) has demonstrated great potential in
enabling real-time, high-quality holographic displays. However, most existing learning …

Realistic defocus blur for multiplane computer-generated holography

K Kavaklı, Y Itoh, H Urey, K Akşit - 2023 IEEE Conference …, 2023 - ieeexplore.ieee.org
This paper introduces a new multiplane CGH computation method to reconstruct artifact-free
high-quality holograms with natural-looking defocus blur. Our method introduces a new …

Metameric varifocal holograms

DR Walton, K Kavaklı, RK Dos Anjos… - … IEEE Conference on …, 2022 - ieeexplore.ieee.org
Computer-Generated Holography (CGH) offers the potential for genuine, high-quality three-
dimensional visuals. However, fulfilling this potential remains a practical challenge due to …

Holobeam: Paper-thin near-eye displays

K Akşit, Y Itoh - 2023 IEEE Conference Virtual Reality and 3D …, 2023 - ieeexplore.ieee.org
An emerging alternative to conventional Augmented Reality (AR) glasses designs, Beaming
displays promise slim AR glasses free from challenging design trade-offs, including battery …

Unrolled primal-dual networks for lensless cameras

O Kingshott, N Antipa, E Bostan, K Akşit - Optics Express, 2022 - opg.optica.org
Conventional models for lensless imaging assume that each measurement results from
convolving a given scene with a single experimentally measured point-spread function …