On the use of deep learning for computational imaging

Using Deep Neural Networks for Inverse Problems in Imaging: Beyond Analytical Methods

(2018) Alice Lucas et al.   IEEE SIGNAL PROCESSING MAGAZINE

Confocal non-line-of-sight imaging based on the light-cone transform

(2018) Matthew O’Toole et al.   NATURE

Optical lithography of three-dimensional magnetophotonic microdevices

(2018) Dam Thuy Trang Nguyen et al.   OPTICAL ENGINEERING

Machine-learning techniques for fast and accurate feature localization in holograms of colloidal particles

(2018) Mark D. Hannel et al.   OPTICS EXPRESS

Solving Fourier ptychographic imaging problems via neural network modeling and TensorFlow

(2018) Shaowei Jiang et al.   Biomedical Optics Express

Computational imaging

(2018) Joseph N. Mait et al.   Advances in Optics and Photonics

Deep-STORM: super-resolution single-molecule microscopy by deep learning

(2018) Elias Nehme et al.   Optica

Extended depth-of-field in holographic imaging using deep-learning-based autofocusing and phase recovery

(2018) Yichen Wu et al.   Optica

Imaging through glass diffusers using densely connected convolutional networks

(2018) Shuai Li et al.   Optica

Thin-sheet laser imaging microscopy for optical sectioning of thick tissues

(2018) Peter A. Santi et al.   BIOTECHNIQUES

Image reconstruction by domain-transform manifold learning

(2018) Bo Zhu et al.   NATURE

eHoloNet: a learning-based end-to-end approach for in-line digital holographic reconstruction

(2018) Hao Wang et al.   OPTICS EXPRESS

Deep learning approach for Fourier ptychography microscopy

(2018) Thanh Nguyen et al.   OPTICS EXPRESS

Twin-Image-Free Holography: A Compressive Sensing Approach

(2018) Wenhui Zhang et al.   PHYSICAL REVIEW LETTERS

Neural network identification of people hidden from view with a single-pixel, single-photon detector

(2018) Piergiorgio Caramazza et al.   Scientific Reports

Deep speckle correlation: a deep learning approach toward scalable imaging through scattering media

(2018) Yunzhe Li et al.   Optica

Learning to see through multimode fibers

(2018) Navid Borhani et al.   Optica

Quantitative Phase Imaging and Artificial Intelligence: A Review

(2018) YoungJu Jo et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Spectral pre-modulation of training examples enhances the spatial resolution of the phase extraction neural network (PhENN)

(2018) Shuai Li et al.   OPTICS EXPRESS

Low Photon Count Phase Retrieval Using Deep Learning

(2018) Alexandre Goy et al.   PHYSICAL REVIEW LETTERS

Convolutional Neural Networks for Inverse Problems in Imaging: A Review

(2017) Michael T. McCann et al.   IEEE SIGNAL PROCESSING MAGAZINE

Deep Convolutional Neural Network for Inverse Problems in Imaging

(2017) Kyong Hwan Jin et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Non-line-of-sight tracking of people at long range

(2017) Susan Chan et al.   OPTICS EXPRESS

Automatic phase aberration compensation for digital holographic microscopy based on deep learning background detection

(2017) Thanh Nguyen et al.   OPTICS EXPRESS

Object classification through scattering media with deep learning on time resolved measurement

(2017) Guy Satat et al.   OPTICS EXPRESS

Phase recovery and holographic image reconstruction using deep learning in neural networks

(2017) Yair Rivenson et al.   Light-Science & Applications

Deep learning microscopy

(2017) Yair Rivenson et al.   Optica

Lensless computational imaging through deep learning

(2017) Ayan Sinha et al.   Optica

Identification of non-activated lymphocytes using three-dimensional refractive index tomography and machine learning

(2017) Jonghee Yoon et al.   Scientific Reports

Deep-learning-based ghost imaging

(2017) Meng Lyu et al.   Scientific Reports

Occluded Imaging with Time-of-Flight Sensors

(2016) Achuta Kadambi et al.   ACM TRANSACTIONS ON GRAPHICS

Burst photography for high dynamic range and low-light imaging on mobile cameras

(2016) Samuel W. Hasinoff et al.   ACM TRANSACTIONS ON GRAPHICS

Dictionary Learning for Sparse Coding: Algorithms and Convergence Analysis

(2016) Chenglong Bao et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Snapshot fan beam coded aperture coherent scatter tomography

(2016) Mehadi Hassan et al.   OPTICS EXPRESS

Denoised Wigner distribution deconvolution via low-rank matrix completion

(2016) Justin Lee et al.   OPTICS EXPRESS

Learning-based imaging through scattering media

(2016) Ryoichi Horisaki et al.   OPTICS EXPRESS

Widefield lensless imaging through a fiber bundle via speckle correlations

(2016) Amir Porat et al.   OPTICS EXPRESS

Calibration-free imaging through a multicore fiber using speckle scanning microscopy

(2016) Nicolino Stasio et al.   OPTICS LETTERS

Coded-aperture imaging systems: Past, present and future development – A review

(2016) Michał J. Cieślak et al.   RADIATION MEASUREMENTS

Tracking objects outside the line of sight using 2D intensity images

(2016) Jonathan Klein et al.   Scientific Reports

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

Detection and tracking of moving objects hidden from view

(2015) Genevieve Gariepy et al.   Nature Photonics

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Self-learning based Fourier ptychographic microscopy

(2015) Yongbing Zhang et al.   OPTICS EXPRESS

Non-line-of-sight imaging using a time-gated single photon avalanche diode

(2015) Mauro Buttafava et al.   OPTICS EXPRESS

Reference-less measurement of the transmission matrix of a highly scattering material using a DMD and phase retrieval techniques

(2015) Angélique Drémeau et al.   OPTICS EXPRESS

Imaging with a small number of photons

(2015) Peter A. Morris et al.   Nature Communications

Compressive tomography

(2015) David J. Brady et al.   Advances in Optics and Photonics

Learning approach to optical tomography

(2015) Ulugbek S. Kamilov et al.   Optica

3D intensity and phase imaging from light field measurements in an LED array microscope

(2015) Lei Tian et al.   Optica

Non-invasive single-shot imaging through scattering layers and around corners via speckle correlations

(2014) Ori Katz et al.   Nature Photonics

A phase space model of Fourier ptychographic microscopy

(2014) Roarke Horstmeyer et al.   OPTICS EXPRESS

Machine-learning approach to holographic particle characterization

(2014) Aaron Yevick et al.   OPTICS EXPRESS

Compressive holographic two-dimensional localization with 1/30^2 subpixel accuracy

(2014) Yi Liu et al.   OPTICS EXPRESS

Low-noise phase imaging by hybrid uniform and structured illumination transport of intensity equation

(2014) Yunhui Zhu et al.   OPTICS EXPRESS

Contrast enhancement in X-ray phase contrast tomography

(2014) Adam Pan et al.   OPTICS EXPRESS

Ptychographic inversion via Wigner distribution deconvolution: Noise suppression and probe design

(2014) Peng Li et al.   ULTRAMICROSCOPY

Multiplexed coded illumination for Fourier Ptychography with an LED array microscope

(2014) Lei Tian et al.   Biomedical Optics Express

Automatic contrast enhancement of low-light images based on local statistics of wavelet coefficients

(2013) Artur Łoza et al.   DIGITAL SIGNAL PROCESSING

Compressive Coded Aperture Spectral Imaging: An Introduction

(2013) Gonzalo R. Arce et al.   IEEE SIGNAL PROCESSING MAGAZINE

Wide-field, high-resolution Fourier ptychographic microscopy

(2013) Guoan Zheng et al.   Nature Photonics

Quantitative phase imaging via Fourier ptychographic microscopy

(2013) Xiaoze Ou et al.   OPTICS LETTERS

Compressive x-ray phase tomography based on the transport of intensity equation

(2013) Lei Tian et al.   OPTICS LETTERS

Ghost imaging lidar via sparsity constraints

(2012) Chengqiang Zhao et al.   APPLIED PHYSICS LETTERS

Coupled Dictionary Training for Image Super-Resolution

(2012) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Image restoration: Total variation, wavelet frames, and beyond

(2012) Jian-Feng Cai et al.   JOURNAL OF THE AMERICAN MATHEMATICAL SOCIETY

Non-invasive imaging through opaque scattering layers

(2012) Jacopo Bertolotti et al.   NATURE

Looking around corners and through thin turbid layers in real time with scattered incoherent light

(2012) Ori Katz et al.   Nature Photonics

Reconstruction of hidden 3D shapes using diffuse reflections

(2012) Otkrist Gupta et al.   OPTICS EXPRESS

Nonlinear diffusion regularization for transport of intensity phase imaging

(2012) Lei Tian et al.   OPTICS LETTERS

Scanning-free compressive holography for object localization with subpixel accuracy

(2012) Yi Liu et al.   OPTICS LETTERS

Recovering three-dimensional shape around a corner using ultrafast time-of-flight imaging

(2012) Andreas Velten et al.   Nature Communications

Looking Around the Corner using Ultrafast Transient Imaging

(2011) Ahmed Kirmani et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Optical sectioning microscopy with planar or structured illumination

(2011) Jerome Mertz   NATURE METHODS

Image Super-Resolution Via Sparse Representation

(2010) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Blind Image Deconvolution Using Machine Learning for Three-Dimensional Microscopy

(2010) Tal Kenig et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Scanning light-sheet microscopy in the whole mouse brain with HiLo background rejection

(2010) Jerome Mertz et al.   JOURNAL OF BIOMEDICAL OPTICS

Compressive Fresnel Holography

(2010) Yair Rivenson et al.   Journal of Display Technology

Measuring the Transmission Matrix in Optics: An Approach to the Study and Control of Light Propagation in Disordered Media

(2010) S. M. Popoff et al.   PHYSICAL REVIEW LETTERS

Dictionaries for Sparse Representation Modeling

(2010) Ron Rubinstein et al.   PROCEEDINGS OF THE IEEE

Image transmission through an opaque material

(2010) Sébastien Popoff et al.   Nature Communications

Ghost imaging: from quantum to classical to computational

(2010) Baris I. Erkmen et al.   Advances in Optics and Photonics

Compressive ghost imaging

(2009) Ori Katz et al.   APPLIED PHYSICS LETTERS

Coordinate descent optimization for l1 minimization with application to compressed sensing; a greedy algorithm

(2009) Stanley Osher et al.   Inverse Problems and Imaging

Optically sectioned fluorescence endomicroscopy with hybrid-illumination imaging through a flexible fiber bundle

(2009) Silvia Santos et al.   JOURNAL OF BIOMEDICAL OPTICS

Compressive Holography

(2009) David J. Brady et al.   OPTICS EXPRESS

Ghost imaging through turbulent atmosphere

(2009) Jing Cheng   OPTICS EXPRESS

Message-passing algorithms for compressed sensing

(2009) David L. Donoho et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

(2009) Amir Beck et al.   SIAM Journal on Imaging Sciences

An improved ptychographical phase retrieval algorithm for diffractive imaging

(2009) Andrew M. Maiden et al.   ULTRAMICROSCOPY

Kernel methods in machine learning

(2008) Thomas Hofmann et al.   ANNALS OF STATISTICS

Wide-field fluorescence sectioning with hybrid speckle and uniform-illumination microscopy

(2008) Daryl Lim et al.   OPTICS LETTERS

Ghost-imaging experiment by measuring reflected photons

(2008) Ron Meyers et al.   PHYSICAL REVIEW A

Computational ghost imaging

(2008) Jeffrey H. Shapiro   PHYSICAL REVIEW A

Unified theory of ghost imaging with Gaussian-state light

(2008) Baris I. Erkmen et al.   PHYSICAL REVIEW A

Reconstruction of Zebrafish Early Embryonic Development by Scanned Light Sheet Microscopy

(2008) P. J. Keller et al.   SCIENCE