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Author:

Song, Mingzhu (Song, Mingzhu.) | Zhuang, Xuhui (Zhuang, Xuhui.) | Rong, Lu (Rong, Lu.) (Scholars:戎路) | Wang, Junsheng (Wang, Junsheng.)

Indexed by:

EI Scopus SCIE

Abstract:

Diffractive deep neural networks (D2NNs) typically adopt a densely cascaded arrangement of diffractive masks, leading to multiple reflections of diffracted light between adjacent masks, thereby affecting the network's inference capability. It is challenging to fully simulate this multiple-reflection phenomenon. To eliminate this phenomenon, we designed tilted-mode all-optical diffractive deep neural networks (T-D2NNs) and proposed a theoretical model for diffraction propagation in the tilted mode. Simulation results indicate that T-D2NNs address the performance degradation caused by interlayer reflections in D2NNs constructed with high-index diffractive masks. In classification tasks, T-D2NNs achieve better classification results compared to D2NNs that consider interlayer reflections.

Keyword:

computing imaging diffractive deep neural networks optical neural networks

Author Community:

  • [ 1 ] [Song, Mingzhu]Dalian Maritime Univ, Liaoning Key Lab Marine Sensing & Intelligent Dete, Dalian 116026, Peoples R China
  • [ 2 ] [Zhuang, Xuhui]Dalian Maritime Univ, Liaoning Key Lab Marine Sensing & Intelligent Dete, Dalian 116026, Peoples R China
  • [ 3 ] [Wang, Junsheng]Dalian Maritime Univ, Liaoning Key Lab Marine Sensing & Intelligent Dete, Dalian 116026, Peoples R China
  • [ 4 ] [Song, Mingzhu]Dalian Maritime Univ, Dept Informat Sci & Technol, Dalian 116026, Peoples R China
  • [ 5 ] [Zhuang, Xuhui]Dalian Maritime Univ, Dept Informat Sci & Technol, Dalian 116026, Peoples R China
  • [ 6 ] [Wang, Junsheng]Dalian Maritime Univ, Dept Informat Sci & Technol, Dalian 116026, Peoples R China
  • [ 7 ] [Rong, Lu]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Wang, Junsheng]Dalian Maritime Univ, Liaoning Key Lab Marine Sensing & Intelligent Dete, Dalian 116026, Peoples R China;;[Wang, Junsheng]Dalian Maritime Univ, Dept Informat Sci & Technol, Dalian 116026, Peoples R China

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Source :

MICROMACHINES

Year: 2025

Issue: 1

Volume: 16

3 . 4 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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