Ensemble Learning of Diffractive Optical Neural Networks

Md Sadman Sakib Rahman; Md Sadman Sakib Rahman; Md Sadman Sakib Rahman; Jingxi Li; Jingxi Li; Jingxi Li; Deniz Mengu; Deniz Mengu; Deniz Mengu; Yair Rivenson; Yair Rivenson; Yair Rivenson; Aydogan Ozcan; Aydogan Ozcan; Aydogan Ozcan

doi:10.1364/COSI.2021.CM6B.2

OSA Imaging and Applied Optics Congress 2021 (3D, COSI, DH, ISA, pcAOP)
OSA Technical Digest (Optica Publishing Group, 2021),
paper CM6B.2
•https://doi.org/10.1364/COSI.2021.CM6B.2

Ensemble Learning of Diffractive Optical Neural Networks

Md Sadman Sakib Rahman, Jingxi Li, Deniz Mengu, Yair Rivenson, and Aydogan Ozcan

Computational Optical Sensing and Imaging 2021

Washington, DC United States
19–23 July 2021
ISBN: 978-1-943580-89-7

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Machine Learning for Optical Sensing and Imaging (CM6B)

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M. S. S. Rahman, J. Li, D. Mengu, Y. Rivenson, and A. Ozcan, "Ensemble Learning of Diffractive Optical Neural Networks," in OSA Imaging and Applied Optics Congress 2021 (3D, COSI, DH, ISA, pcAOP), H. Hua, B. Javidi, M. Martinez-Corral, O. Matoba, A. Stern, S. Thibault, T. Alieva, J. Ke, F. Willomitzer, F. Okten, P. Silveira, P. Banerjee, E. Stoykova, D. Chu, J. Park, F. Imai, C. Joo, M. Digman, D. Gardner, S. Gladysz, D. LeMaster, S. Basu, and O. Korotkova, eds., OSA Technical Digest (Optica Publishing Group, 2021), paper CM6B.2.

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Abstract

We report ensemble learning of diffractive optical neural networks that result in substantial improvements in the all-optical image classification accuracy of the resulting models.

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