Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging

Redha H. Al Ibrahim; Shuiqin Zheng; Tien Khee Ng; Boon S. Ooi

doi:10.1109/IPC57732.2023.10360614

Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging

Redha H. Al Ibrahim^*, Shuiqin Zheng, Tien Khee Ng, Boon S. Ooi

^*Corresponding author for this work

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

Abstract

This work investigates the use of a binary grating integrated on a camera assisted by deep learning for phase imaging. Holographic images generated by overlapping 4 diffraction orders from the gratings were employed with a trained network for single image single-pass phase and amplitude imaging.

Original language	English (US)
Title of host publication	2023 IEEE Photonics Conference, IPC 2023 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350347227
DOIs	https://doi.org/10.1109/IPC57732.2023.10360614
State	Published - 2023
Event	2023 IEEE Photonics Conference, IPC 2023 - Orlando, United States Duration: Nov 12 2023 → Nov 16 2023

Publication series

Name	2023 IEEE Photonics Conference, IPC 2023 - Proceedings

Conference

Conference	2023 IEEE Photonics Conference, IPC 2023
Country/Territory	United States
City	Orlando
Period	11/12/23 → 11/16/23

Bibliographical note

Publisher Copyright:
© 2023 IEEE.

ASJC Scopus subject areas

Artificial Intelligence
Computer Networks and Communications
Safety, Risk, Reliability and Quality
Control and Optimization
Atomic and Molecular Physics, and Optics

Access to Document

10.1109/IPC57732.2023.10360614

Cite this

Al Ibrahim, R. H., Zheng, S., Ng, T. K., & Ooi, B. S. (2023). Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging. In 2023 IEEE Photonics Conference, IPC 2023 - Proceedings (2023 IEEE Photonics Conference, IPC 2023 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IPC57732.2023.10360614

@inproceedings{65f06157bbac4b2bb155b202c6807ce7,

title = "Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging",

abstract = "This work investigates the use of a binary grating integrated on a camera assisted by deep learning for phase imaging. Holographic images generated by overlapping 4 diffraction orders from the gratings were employed with a trained network for single image single-pass phase and amplitude imaging.",

author = "{Al Ibrahim}, {Redha H.} and Shuiqin Zheng and Ng, {Tien Khee} and Ooi, {Boon S.}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE Photonics Conference, IPC 2023 ; Conference date: 12-11-2023 Through 16-11-2023",

year = "2023",

doi = "10.1109/IPC57732.2023.10360614",

language = "English (US)",

series = "2023 IEEE Photonics Conference, IPC 2023 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2023 IEEE Photonics Conference, IPC 2023 - Proceedings",

address = "United States",

}

Al Ibrahim, RH, Zheng, S, Ng, TK & Ooi, BS 2023, Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging. in 2023 IEEE Photonics Conference, IPC 2023 - Proceedings. 2023 IEEE Photonics Conference, IPC 2023 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2023 IEEE Photonics Conference, IPC 2023, Orlando, United States, 11/12/23. https://doi.org/10.1109/IPC57732.2023.10360614

Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging. / Al Ibrahim, Redha H.; Zheng, Shuiqin; Ng, Tien Khee et al.
2023 IEEE Photonics Conference, IPC 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 IEEE Photonics Conference, IPC 2023 - Proceedings).

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

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AU - Al Ibrahim, Redha H.

AU - Zheng, Shuiqin

AU - Ng, Tien Khee

AU - Ooi, Boon S.

PY - 2023

Y1 - 2023

N2 - This work investigates the use of a binary grating integrated on a camera assisted by deep learning for phase imaging. Holographic images generated by overlapping 4 diffraction orders from the gratings were employed with a trained network for single image single-pass phase and amplitude imaging.

AB - This work investigates the use of a binary grating integrated on a camera assisted by deep learning for phase imaging. Holographic images generated by overlapping 4 diffraction orders from the gratings were employed with a trained network for single image single-pass phase and amplitude imaging.

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M3 - Conference contribution

AN - SCOPUS:85182548551

T3 - 2023 IEEE Photonics Conference, IPC 2023 - Proceedings

BT - 2023 IEEE Photonics Conference, IPC 2023 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 12 November 2023 through 16 November 2023

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Binary Grating and Deep Learning for Phase Reconstruction: Enhancing Normal Camera Imaging

Abstract

Publication series

Conference

Bibliographical note

ASJC Scopus subject areas

Access to Document

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