Search Results for author: Shuming Jiao

Found 14 papers, 1 papers with code

Review on Optical Image Hiding and Watermarking Techniques

no code implementations16 Apr 2018 Shuming Jiao, Changyuan Zhou, Yishi Shi, Wenbin Zou, Xia Li

Information security is a critical issue in modern society and image watermarking can effectively prevent unauthorized information access.

Fast Object Classification in Single-pixel Imaging

no code implementations19 May 2018 Shuming Jiao

A high quality object image can only be computationally reconstructed after a large number of illuminations, with disadvantages of long imaging time and high cost.

Classification General Classification +2

Design of optimal illumination patterns in single-pixel imaging using image dictionaries

no code implementations4 Jun 2018 Jun Feng, Shuming Jiao, Yang Gao, Ting Lei, Xiaocong Yuan

Single-pixel imaging (SPI) has a major drawback that many sequential illuminations are required for capturing one single image with long acquisition time.

Compression of phase-only holograms with JPEG standard and deep learning

no code implementations11 Jun 2018 Shuming Jiao, Zhi Jin, Chenliang Chang, Changyuan Zhou, Wenbin Zou, Xia Li

It is a critical issue to reduce the enormous amount of data in the processing, storage and transmission of a hologram in digital format.

Multiple-image encryption and hiding with an optical diffractive neural network

1 code implementation21 Feb 2019 Yang Gao, Shuming Jiao, Juncheng Fang, Ting Lei, Zhenwei Xie, Xiaocong Yuan

In our proposed scheme, multiple input images can be simultaneously fed to an optical diffractive neural network (DNN) system and each corresponding output image will be displayed in a non-overlap sub-region in the output imaging plane.

Optical machine learning with incoherent light and a single-pixel detector

no code implementations24 Apr 2019 Shuming Jiao, Jun Feng, Yang Gao, Ting Lei, Zhenwei Xie, Xiaocong Yuan

Like an optical computer, the system can perform machine learning tasks such as number digit recognition in an all-optical manner.

BIG-bench Machine Learning

Known-plaintext attack and ciphertext-only attack for encrypted single-pixel imaging

no code implementations31 May 2019 Shuming Jiao, Yang Gao, Ting Lei, Zhenwei Xie, Xiaocong Yuan

In many previous works, a single-pixel imaging (SPI) system is constructed as an optical image encryption system.

Cryptanalysis

Does deep learning always outperform simple linear regression in optical imaging?

no code implementations31 Oct 2019 Shuming Jiao, Yang Gao, Jun Feng, Ting Lei, Xiaocong Yuan

Despite the success, the limitations and drawbacks of deep learning in optical imaging have been seldom investigated.

regression

Visual cryptography in single-pixel imaging

no code implementations12 Nov 2019 Shuming Jiao, Jun Feng, Yang Gao, Ting Lei, Xiaocong Yuan

The secret image can be recovered when identical illumination patterns are projected onto multiple visual key images and a single detector is used to record the total light intensities.

Polarized deep diffractive neural network for classification, generation, multiplexing and de-multiplexing of orbital angular momentum modes

no code implementations30 Mar 2022 JiaQi Zhang, Zhiyuan Ye, Jianhua Yin, Liying Lang, Shuming Jiao

6 polarized OAM beams with identical total intensity and 8 cylinder vector beams with different topology charges also have been classified effectively.

Adversarial attacks on an optical neural network

no code implementations29 Apr 2022 Shuming Jiao, Ziwei Song, Shuiying Xiang

The results indicate that adversarial attack is also a significant issue for optical machine learning systems.

Adversarial Attack BIG-bench Machine Learning

Playing Tic-Tac-Toe Games with Intelligent Single-pixel Imaging

no code implementations7 May 2022 Shuming Jiao, Jiaxiang Li, Wei Huang, Zibang Zhang

Single-pixel imaging (SPI) is a novel optical imaging technique by replacing a two-dimensional pixelated sensor with a single-pixel detector and pattern illuminations.

Solving combinational optimization problems with evolutionary single-pixel imaging

no code implementations12 Oct 2022 Wei Huang, Jiaxiang Li, Shuming Jiao, Zibang Zhang

Single-pixel imaging (SPI) is a novel optical imaging technique by replacing the pixelated sensor array in a conventional camera with a single-pixel detector.

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