Computational spectrometers enabled by nanophotonics and deep learning

Automated Plasmonic Resonance Scattering Imaging Analysis via Deep Learning

(2021) Ming Ke Song et al.   ANALYTICAL CHEMISTRY

Deep‐Learned Broadband Encoding Stochastic Filters for Computational Spectroscopic Instruments

(2021) Hongya Song et al.   Advanced Theory and Simulations

Neural Network-Based On-Chip Spectroscopy Using a Scalable Plasmonic Encoder

(2021) Calvin Brown et al.   ACS Nano

Plasmonic Anticounterfeit Tags with High Encoding Capacity Rapidly Authenticated with Deep Machine Learning

(2021) Joshua D. Smith et al.   ACS Nano

Infrared Metasurface Augmented by Deep Learning for Monitoring Dynamics between All Major Classes of Biomolecules

(2021) Aurelian John‐Herpin et al.   ADVANCED MATERIALS

Miniaturization of optical spectrometers

(2021) Zongyin Yang et al.   SCIENCE

Plasmonic Mid-Infrared Filter Array-Detector Array Chemical Classifier Based on Machine Learning

(2021) Jiajun Meng et al.   ACS Photonics

Interfacing Photonics with Artificial Intelligence: A New Design Strategy for Photonic Structures and Devices based on Artificial Neural Networks

(2021) Yihao Xu et al.   Photonics Research

Deep learning in nano-photonics: inverse design and beyond

(2021) Peter Wiecha et al.   Photonics Research

A wavelength-scale black phosphorus spectrometer

(2021) Shaofan Yuan et al.   Nature Photonics

On-chip spectrometers using stratified waveguide filters

(2021) Ang Li et al.   Nature Communications

Spectrally encoded single-pixel machine vision using diffractive networks

(2021) Jingxi Li et al.   Science Advances

Metallic Plasmonic Array Structures: Principles, Fabrications, Properties, and Applications

(2021) Kang Yang et al.   ADVANCED MATERIALS

Deeply learned broadband encoding stochastic hyperspectral imaging

(2021) Wenyi Zhang et al.   Light-Science & Applications

Compressive Sensing Spectroscopy Using a Residual Convolutional Neural Network

(2020) Cheolsun Kim et al.   SENSORS

Waveguide‐Integrated Broadband Spectrometer Based on Tailored Disorder

(2020) Wladick Hartmann et al.   Advanced Optical Materials

Finding Hidden Signals in Chemical Sensors Using Deep Learning

(2020) Soo-Yeon Cho et al.   ANALYTICAL CHEMISTRY

Broadband perovskite quantum dot spectrometer beyond human visual resolution

(2020) Xiaoxiu Zhu et al.   Light-Science & Applications

Chirped-grating spectrometer-on-a-chip

(2020) Shima Nezhadbadeh et al.   OPTICS EXPRESS

Snapshot multispectral endomicroscopy

(2020) Ziyi Meng et al.   OPTICS LETTERS

Automated, Cost-Effective Optical System for Accelerated Antimicrobial Susceptibility Testing (AST) Using Deep Learning

(2020) Calvin Brown et al.   ACS Photonics

Nanophotonic Structural Colors

(2020) Soroosh Daqiqeh Rezaei et al.   ACS Photonics

Flat optics with dispersion-engineered metasurfaces

(2020) Wei Ting Chen et al.   Nature Reviews Materials

Deep learning for the design of photonic structures

(2020) Wei Ma et al.   Nature Photonics

Solver-informed neural networks for spectrum reconstruction of colloidal quantum dot spectrometers

(2020) Jinhui Zhang et al.   OPTICS EXPRESS

Spectral DiffuserCam: lensless snapshot hyperspectral imaging with a spectral filter array

(2020) Kristina Monakhova et al.   Optica

Snapshot spectral imaging with parallel metasystems

(2020) Andrew McClung et al.   Science Advances

Decoding Optical Data with Machine Learning

(2020) Jie Fang et al.   Laser & Photonics Reviews

Alignment-free filter array: Snapshot multispectral polarization imaging based on a Voronoi-like random photonic crystal filter

(2020) Kazuma Shinoda et al.   OPTICS EXPRESS

Deep plug-and-play priors for spectral snapshot compressive imaging

(2020) Siming Zheng et al.   Photonics Research

Deep neural networks for the evaluation and design of photonic devices

(2020) Jiaqi Jiang et al.   Nature Reviews Materials

Denoising Autoencoder Aided Spectrum Reconstruction for Colloidal Quantum Dot Spectrometers

(2020) Jinhui Zhang et al.   IEEE SENSORS JOURNAL

Spectral Discrimination Sensors Based on Nanomaterials and Nanostructures: A Review

(2020) Wenjie Deng et al.   IEEE SENSORS JOURNAL

Pushing the limits of optical information storage using deep learning

(2019) Peter R. Wiecha et al.   Nature Nanotechnology

A broadband achromatic polarization-insensitive metalens consisting of anisotropic nanostructures

(2019) Wei Ting Chen et al.   Nature Communications

Single-shot on-chip spectral sensors based on photonic crystal slabs

(2019) Zhu Wang et al.   Nature Communications

Ultrasensitive hyperspectral imaging and biodetection enabled by dielectric metasurfaces

(2019) Filiz Yesilkoy et al.   Nature Photonics

Hierarchical Multi-Scale Convolutional Neural Networks for Hyperspectral Image Classification

(2019) Simin Li et al.   SENSORS

Deep learning enabled real time speckle recognition and hyperspectral imaging using a multimode fiber array

(2019) Ulas Kürüm et al.   OPTICS EXPRESS

On the use of deep learning for computational imaging

(2019) George Barbastathis et al.   Optica

Single-nanowire spectrometers

(2019) Zongyin Yang et al.   SCIENCE

Compact CMOS spectral sensor for the visible spectrum

(2019) Yibo Zhu et al.   Photonics Research

A Bidirectional Deep Neural Network for Accurate Silicon Color Design

(2019) Li Gao et al.   ADVANCED MATERIALS

DeepCubeNet: reconstruction of spectrally compressive sensed hyperspectral images with deep neural networks

(2019) Daniel Gedalin et al.   OPTICS EXPRESS

Broadband on-chip single-photon spectrometer

(2019) Risheng Cheng et al.   Nature Communications

Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning

(2019) Chi-Sing Ho et al.   Nature Communications

FFDNet: Toward a Fast and Flexible Solution for CNN-Based Image Denoising

(2018) Kai Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A broadband achromatic metalens for focusing and imaging in the visible

(2018) Wei Ting Chen et al.   Nature Nanotechnology

Imaging-based molecular barcoding with pixelated dielectric metasurfaces

(2018) Andreas Tittl et al.   SCIENCE

A Spectral Reconstruction Algorithm of Miniature Spectrometer Based on Sparse Optimization and Dictionary Learning

(2018) Shang Zhang et al.   SENSORS

Smartphone Spectrometers

(2018) Andrew McGonigle et al.   SENSORS

Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures

(2018) Dianjing Liu et al.   ACS Photonics

Nanophotonic particle simulation and inverse design using artificial neural networks

(2018) John Peurifoy et al.   Science Advances

Experimental demonstration of infrared spectral reconstruction using plasmonic metasurfaces

(2018) Benjamin Craig et al.   OPTICS LETTERS

Portable Spectroscopy

(2018) Richard A. Crocombe   APPLIED SPECTROSCOPY

Compact folded metasurface spectrometer

(2018) MohammadSadegh Faraji-Dana et al.   Nature Communications

Rank Minimization for Snapshot Compressive Imaging

(2018) Yang Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Image Restoration: From Sparse and Low-Rank Priors to Deep Priors [Lecture Notes]

(2017) Lei Zhang et al.   IEEE SIGNAL PROCESSING MAGAZINE

A Parallel Proximal Algorithm for Anisotropic Total Variation Minimization

(2017) Ulugbek S. Kamilov   IEEE TRANSACTIONS ON IMAGE PROCESSING

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

(2017) Kai Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Adaptive Nonlocal Sparse Representation for Dual-Camera Compressive Hyperspectral Imaging

(2017) Lizhi Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Speckle-based hyperspectral imaging combining multiple scattering and compressive sensing in nanowire mats

(2017) Rebecca French et al.   OPTICS LETTERS

DiffuserCam: lensless single-exposure 3D imaging

(2017) Nick Antipa et al.   Optica

Etalon Array Reconstructive Spectrometry

(2017) Eric Huang et al.   Scientific Reports

Compressive sensing resonator spectroscopy

(2016) Yaniv Oiknine et al.   OPTICS LETTERS

Nanophotonic Image Sensors

(2016) Qin Chen et al.   Small

Compressive Hyperspectral Imaging With Side Information

(2015) Xin Yuan et al.   IEEE Journal of Selected Topics in Signal Processing

Compressive Sensing by Learning a Gaussian Mixture Model From Measurements

(2015) Jianbo Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A colloidal quantum dot spectrometer

(2015) Jie Bao et al.   NATURE

Miniature spectrometer based on diffraction in a dispersive hole array

(2015) Tao Yang et al.   OPTICS LETTERS

Nanophotonics: Shrinking light-based technology

(2015) A. F. Koenderink et al.   SCIENCE

Spectral analysis based on compressive sensing in nanophotonic structures

(2014) Zhu Wang et al.   OPTICS EXPRESS

Computational spectrometer based on a broadband diffractive optic

(2014) Peng Wang et al.   OPTICS EXPRESS

Compact spectrometer based on a disordered photonic chip

(2013) Brandon Redding et al.   Nature Photonics

Filters with random transmittance for improving resolution in filter-array-based spectrometers

(2013) J. Oliver et al.   OPTICS EXPRESS

Compressive sensing spectrometry based on liquid crystal devices

(2013) Yitzhak August et al.   OPTICS LETTERS

A high-resolution spectrometer based on a compact planar two dimensional photonic crystal cavity array

(2012) Xuetao Gan et al.   APPLIED PHYSICS LETTERS

A review of visible-range Fabry–Perot microspectrometers in silicon for the industry

(2012) João Paulo Carmo et al.   OPTICS AND LASER TECHNOLOGY

Improving resolution of miniature spectrometers by exploiting sparse nature of signals

(2012) J. Oliver et al.   OPTICS EXPRESS

Filter-Based Miniature Spectrometers: Spectrum Reconstruction Using Adaptive Regularization

(2011) Umpei Kurokawa et al.   IEEE SENSORS JOURNAL

Spectrum reconstruction for filter-array spectrum sensor from sparse template selection

(2011) Cheng-Chun Chang   OPTICAL ENGINEERING

Design and implementation of a sub-nm resolution microspectrometer based on a Linear-Variable Optical Filter

(2011) Arvin Emadi et al.   OPTICS EXPRESS

Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction

(2011) N. Yu et al.   SCIENCE

Best Basis Compressed Sensing

(2010) Gabriel Peyre   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Photonic crystal spectrometer

(2010) Nadia K. Pervez et al.   OPTICS EXPRESS

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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

Design of Photonic Crystal Nanocavity With $Q$-Factor of $\sim}10^{9$

(2008) Yoshinori Tanaka et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

On the estimation of target spectrum for filter-array based spectrometers

(2008) Cheng-Chun Chang et al.   OPTICS EXPRESS