Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display

Han Yen Tu; Han Wen Chi; Tomoyoshi Shimobaba; Chau Jern Cheng

doi:10.1364/FIO.2023.FTh3D.6

Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display

Han Yen Tu, Han Wen Chi, Tomoyoshi Shimobaba, Chau Jern Cheng^*

^*Corresponding author for this work

Undergraduate Program of Electro-Optical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

This study proposes deep learning-enabled three-dimensional processing for segmentation of the inter-/intra-cell morphology with holographic tomography. We also employ computer-generated holography to demonstrate the observable cell morphology for 3D cell display and visualization.

Original language	English
Title of host publication	Frontiers in Optics
Subtitle of host publication	Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023
Publisher	Optical Society of America
ISBN (Electronic)	9781957171296
DOIs	https://doi.org/10.1364/FIO.2023.FTh3D.6
Publication status	Published - 2023
Event	Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023 - Tacoma, United States Duration: 2023 Oct 9 → 2023 Oct 12

Publication series

Name	Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023

Conference

Conference	Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023
Country/Territory	United States
City	Tacoma
Period	2023/10/09 → 2023/10/12

ASJC Scopus subject areas

Electronic, Optical and Magnetic Materials
Atomic and Molecular Physics, and Optics
Space and Planetary Science
Control and Systems Engineering
Electrical and Electronic Engineering
General Computer Science
Instrumentation

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10.1364/FIO.2023.FTh3D.6

Cite this

Tu, H. Y., Chi, H. W., Shimobaba, T., & Cheng, C. J. (2023). Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display. In Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023 (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023). Optical Society of America. https://doi.org/10.1364/FIO.2023.FTh3D.6

Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display. / Tu, Han Yen; Chi, Han Wen; Shimobaba, Tomoyoshi et al.
Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Optical Society of America, 2023. (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Tu, HY, Chi, HW, Shimobaba, T & Cheng, CJ 2023, Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display. in Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023, Optical Society of America, Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023, Tacoma, United States, 2023/10/09. https://doi.org/10.1364/FIO.2023.FTh3D.6

Tu HY, Chi HW, Shimobaba T, Cheng CJ. Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display. In Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Optical Society of America. 2023. (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023). doi: 10.1364/FIO.2023.FTh3D.6

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title = "Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display",

abstract = "This study proposes deep learning-enabled three-dimensional processing for segmentation of the inter-/intra-cell morphology with holographic tomography. We also employ computer-generated holography to demonstrate the observable cell morphology for 3D cell display and visualization.",

author = "Tu, {Han Yen} and Chi, {Han Wen} and Tomoyoshi Shimobaba and Cheng, {Chau Jern}",

note = "Publisher Copyright: {\textcopyright} Optica Publishing Group 2023, {\textcopyright} 2023 The Author(s); Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023 ; Conference date: 09-10-2023 Through 12-10-2023",

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Deep Learning-assisted Holographic Tomography for 3-D Cell Morphology Processing and Display

Abstract

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Conference

ASJC Scopus subject areas

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