132 citations · 178 across the 11 of their papers we have counts for
11 papers
Comment on "All-optical machine learning using diffractive deep neural networks"
Haiqing Wei, Gang Huang, Xiuqing Wei +2
Lin et al. (Reports, 7 September 2018, p. 1004) reported a remarkable proposal that employs a passive, strictly linear optical setup to perform pattern classifications. But interpr…
Block-wise Lensless Compressive Camera
Xin Yuan, Gang Huang, Hong Jiang +1
The existing lensless compressive camera ()~\cite{Huang13ICIP} suffers from low capture rates, resulting in low resolution images when acquired over a short t…
Multi-resolution Compressive Sensing Reconstruction
Adriana Gonzalez, Hong Jiang, Gang Huang +1
We consider the problem of reconstructing an image from compressive measurements using a multi-resolution grid. In this context, the reconstructed image is divided into multiple re…
Constrained and Preconditioned Stochastic Gradient Method
Hong Jiang, Gang Huang, Paul Wilford +1
We consider stochastic approximations which arise from such applications as data communications and image processing. We demonstrate why constraints are needed in a stochastic appr…
Compressive Sensing via Low-Rank Gaussian Mixture Models
Xin Yuan, Hong Jiang, Gang Huang +1
We develop a new compressive sensing (CS) inversion algorithm by utilizing the Gaussian mixture model (GMM). While the compressive sensing is performed globally on the entire image…
Lensless Compressive Imaging
Xin Yuan, Hong Jiang, Gang Huang +1
We develop a lensless compressive imaging architecture, which consists of an aperture assembly and a single sensor, without using any lens. An anytime algorithm is proposed to reco…
Noise Analysis for Lensless Compressive Imaging
Hong Jiang, Gang Huang, Paul Wilford
We analyze the signal to noise ratio (SNR) in a recently proposed lensless compressive imaging architecture. The architecture consists of a sensor of a single detector element and…
Signal to Noise Ratio in Lensless Compressive Imaging
Hong Jiang, Gang Huang, Paul Wilford
We analyze the signal to noise ratio (SNR) in a lensless compressive imaging (LCI) architecture. The architecture consists of a sensor of a single detecting element and an aperture…
Multi-view in Lensless Compressive Imaging
Hong Jiang, Gang Huang, Paul Wilford
Multi-view images are acquired by a lensless compressive imaging architecture, which consists of an aperture assembly and multiple sensors. The aperture assembly consists of a two…
Lensless Imaging by Compressive Sensing
Gang Huang, Hong Jiang, Kim Matthews +1
In this paper, we propose a lensless compressive imaging architecture. The architecture consists of two components, an aperture assembly and a sensor. No lens is used. The aperture…
Lensless Compressive Sensing Imaging
Gang Huang, Hong Jiang, Kim Matthews +1
In this paper, we propose a lensless compressive sensing imaging architecture. The architecture consists of two components, an aperture assembly and a sensor. No lens is used. The…