166 citations · 631 across the 14 of their papers we have counts for
14 papers
Solving combinational optimization problems with evolutionary single-pixel imaging
Wei Huang, Jiaxiang Li, Shuming Jiao +1
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. In previous works, SP…
Playing Tic-Tac-Toe Games with Intelligent Single-pixel Imaging
Shuming Jiao, Jiaxiang Li, Wei Huang +1
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. SPI have bee…
Adversarial attacks on an optical neural network
Shuming Jiao, Ziwei Song, Shuiying Xiang
Adversarial attacks have been extensively investigated for machine learning systems including deep learning in the digital domain. However, the adversarial attacks on optical neura…
Polarized deep diffractive neural network for classification, generation, multiplexing and de-multiplexing of orbital angular momentum modes
Jiaqi Zhang, Zhiyuan Ye, Jianhua Yin +2
The multiplexing and de-multiplexing of orbital angular momentum (OAM) beams are critical issues in optical communication. Optical diffractive neural networks have been introduced…
Visual cryptography in single-pixel imaging
Shuming Jiao, Jun Feng, Yang Gao +2
Two novel visual cryptography (VC) schemes are proposed by combining VC with single-pixel imaging (SPI) for the first time. It is pointed out that the overlapping of visual key ima…
Does deep learning always outperform simple linear regression in optical imaging?
Shuming Jiao, Yang Gao, Jun Feng +2
Deep learning has been extensively applied in many optical imaging applications in recent years. Despite the success, the limitations and drawbacks of deep learning in optical imag…
Data hiding in complex-amplitude modulation using a digital micromirror device
Shuming Jiao, Dongfang Zhang, Chonglei Zhang +3
A digital micromirror device (DMD) is an amplitude-type spatial light modulator. However, a complex-amplitude light modulation with a DMD can be achieved using the superpixel schem…
Known-plaintext attack and ciphertext-only attack for encrypted single-pixel imaging
Shuming Jiao, Yang Gao, Ting Lei +2
In many previous works, a single-pixel imaging (SPI) system is constructed as an optical image encryption system. Unauthorized users are not able to reconstruct the plaintext image…
Optical machine learning with incoherent light and a single-pixel detector
Shuming Jiao, Jun Feng, Yang Gao +3
An optical diffractive neural network (DNN) can be implemented with a cascaded phase mask architecture. Like an optical computer, the system can perform machine learning tasks such…
Multiple-image encryption and hiding with an optical diffractive neural network
Yang Gao, Shuming Jiao, Juncheng Fang +3
A cascaded phase-only mask architecture (or an optical diffractive neural network) can be employed for different optical information processing tasks such as pattern recognition, o…
Compression of phase-only holograms with JPEG standard and deep learning
Shuming Jiao, Zhi Jin, Chenliang Chang +3
It is a critical issue to reduce the enormous amount of data in the processing, storage and transmission of a hologram in digital format. In photograph compression, the JPEG standa…
Design of optimal illumination patterns in single-pixel imaging using image dictionaries
Jun Feng, Shuming Jiao, Yang Gao +2
Single-pixel imaging (SPI) has a major drawback that many sequential illuminations are required for capturing one single image with long acquisition time. Basis illumination patter…
Fast Object Classification in Single-pixel Imaging
Shuming Jiao
In single-pixel imaging (SPI), the target object is illuminated with varying patterns sequentially and an intensity sequence is recorded by a single-pixel detector without spatial…
Review on Optical Image Hiding and Watermarking Techniques
Shuming Jiao, Changyuan Zhou, Yishi Shi +2
Information security is a critical issue in modern society and image watermarking can effectively prevent unauthorized information access. Optical image watermarking techniques gen…