Literature DB >> 27410537

Learning-based imaging through scattering media.

Ryoichi Horisaki, Ryosuke Takagi, Jun Tanida.   

Abstract

We present a machine-learning-based method for single-shot imaging through scattering media. The inverse scattering process was calculated based on a nonlinear regression algorithm by learning a number of training object-speckle pairs. In the experimental demonstration, multilayer phase objects between scattering plates were reconstructed from intensity measurements. Our approach enables model-free sensing, where it is not necessary to know the sensing processes/models.

Year:  2016        PMID: 27410537     DOI: 10.1364/OE.24.013738

Source DB:  PubMed          Journal:  Opt Express        ISSN: 1094-4087            Impact factor:   3.894


  7 in total

Review 1.  Inference in artificial intelligence with deep optics and photonics.

Authors:  Gordon Wetzstein; Aydogan Ozcan; Sylvain Gigan; Shanhui Fan; Dirk Englund; Marin Soljačić; Cornelia Denz; David A B Miller; Demetri Psaltis
Journal:  Nature       Date:  2020-12-02       Impact factor: 49.962

2.  Investigation of image plane for image reconstruction of objects through diffusers via deep learning.

Authors:  Takumi Tsukada; Wataru Watanabe
Journal:  J Biomed Opt       Date:  2022-05       Impact factor: 3.758

3.  Toward the next-generation VR/AR optics: a review of holographic near-eye displays from a human-centric perspective.

Authors:  Chenliang Chang; Kiseung Bang; Gordon Wetzstein; Byoungho Lee; Liang Gao
Journal:  Optica       Date:  2020-11-20       Impact factor: 11.104

4.  Deep-learning-based ghost imaging.

Authors:  Meng Lyu; Wei Wang; Hao Wang; Haichao Wang; Guowei Li; Ni Chen; Guohai Situ
Journal:  Sci Rep       Date:  2017-12-19       Impact factor: 4.379

5.  Imaging through diffuse media using multi-mode vortex beams and deep learning.

Authors:  Ganesh M Balasubramaniam; Netanel Biton; Shlomi Arnon
Journal:  Sci Rep       Date:  2022-01-28       Impact factor: 4.996

6.  Imaging Dynamics Beneath Turbid Media via Parallelized Single-Photon Detection.

Authors:  Shiqi Xu; Xi Yang; Wenhui Liu; Joakim Jönsson; Ruobing Qian; Pavan Chandra Konda; Kevin C Zhou; Lucas Kreiß; Haoqian Wang; Qionghai Dai; Edouard Berrocal; Roarke Horstmeyer
Journal:  Adv Sci (Weinh)       Date:  2022-06-24       Impact factor: 17.521

7.  Speckle-Based Optical Cryptosystem and its Application for Human Face Recognition via Deep Learning.

Authors:  Qi Zhao; Huanhao Li; Zhipeng Yu; Chi Man Woo; Tianting Zhong; Shengfu Cheng; Yuanjin Zheng; Honglin Liu; Jie Tian; Puxiang Lai
Journal:  Adv Sci (Weinh)       Date:  2022-06-24       Impact factor: 17.521

  7 in total

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