Learning from better simulation: creating highly realistic synthetic data for deep learning in scattering media

Bozhen Zhou; Zhitao Hao; Zhenbo Ren; Edmund Y. Lam; Jianshe Ma; Ping Su

doi:10.1117/1.APN.4.5.056007

Advanced Photonics Nexus, Volume. 4, Issue 5, 056007(2025)

Learning from better simulation: creating highly realistic synthetic data for deep learning in scattering media

Bozhen Zhou¹, Zhitao Hao¹, Zhenbo Ren^2,3、*, Edmund Y. Lam⁴, Jianshe Ma¹, and Ping Su^1、*

Author Affiliations

¹Tsinghua University, Tsinghua Shenzhen International Graduate School, Shenzhen, China

²Northwestern Polytechnical University, School of Physical Science and Technology, Xi’an, China

³Northwestern Polytechnical University, Shenzhen Research Institute, Shenzhen, China

⁴The University of Hong Kong, Department of Electrical and Electronic Engineering, Hong Kong, China

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Bozhen Zhou, Zhitao Hao, Zhenbo Ren, Edmund Y. Lam, Jianshe Ma, Ping Su, "Learning from better simulation: creating highly realistic synthetic data for deep learning in scattering media," Adv. Photon. Nexus 4, 056007 (2025)

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Paper Information

Category: Research Articles

Received: Mar. 27, 2025

Accepted: Jul. 14, 2025

Published Online: Aug. 27, 2025

The Author Email: Zhenbo Ren (zbren@nwpu.edu.cn), Ping Su (su.ping@sz.tsinghua.edu.cn)

DOI:10.1117/1.APN.4.5.056007

CSTR:32397.14.1.APN.4.5.056007

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology