Cargando…

Resolution enhancement in scanning electron microscopy using deep learning

We report resolution enhancement in scanning electron microscopy (SEM) images using a generative adversarial network. We demonstrate the veracity of this deep learning-based super-resolution technique by inferring unresolved features in low-resolution SEM images and comparing them with the accuratel...

Descripción completa

Detalles Bibliográficos
Autores principales:	de Haan, Kevin, Ballard, Zachary S., Rivenson, Yair, Wu, Yichen, Ozcan, Aydogan
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2019
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6700066/ https://www.ncbi.nlm.nih.gov/pubmed/31427691 http://dx.doi.org/10.1038/s41598-019-48444-2

Ejemplares similares

Deep learning in holography and coherent imaging
por: Rivenson, Yair, et al.
Publicado: (2019)

Deep learning-based super-resolution in coherent imaging systems
por: Liu, Tairan, et al.
Publicado: (2019)

PhaseStain: the digital staining of label-free quantitative phase microscopy images using deep learning
por: Rivenson, Yair, et al.
Publicado: (2019)

Bright-field holography: cross-modality deep learning enables snapshot 3D imaging with bright-field contrast using a single hologram
por: Wu, Yichen, et al.
Publicado: (2019)

Deep learning accelerates whole slide imaging for next-generation digital pathology applications
por: Rivenson, Yair, et al.
Publicado: (2022)

Sparsity-based multi-height phase recovery in holographic microscopy
por: Rivenson, Yair, et al.
Publicado: (2016)

Emerging Advances to Transform Histopathology Using Virtual Staining
por: Rivenson, Yair, et al.
Publicado: (2020)

Phase recovery and holographic image reconstruction using deep learning in neural networks
por: Rivenson, Yair, et al.
Publicado: (2018)

Recurrent neural network-based volumetric fluorescence microscopy
por: Huang, Luzhe, et al.
Publicado: (2021)

Digital synthesis of histological stains using micro-structured and multiplexed virtual staining of label-free tissue
por: Zhang, Yijie, et al.
Publicado: (2020)

Automated screening of sickle cells using a smartphone-based microscope and deep learning
por: de Haan, Kevin, et al.
Publicado: (2020)

Biopsy-free in vivo virtual histology of skin using deep learning
por: Li, Jingxi, et al.
Publicado: (2021)

Ensemble learning of diffractive optical networks
por: Rahman, Md Sadman Sakib, et al.
Publicado: (2021)

Publisher Correction: Ensemble learning of diffractive optical networks
por: Rahman, Md Sadman Sakib, et al.
Publicado: (2021)

All-optical synthesis of an arbitrary linear transformation using diffractive surfaces
por: Kulce, Onur, et al.
Publicado: (2021)

All-optical information-processing capacity of diffractive surfaces
por: Kulce, Onur, et al.
Publicado: (2021)

Classification and reconstruction of spatially overlapping phase images using diffractive optical networks
por: Mengu, Deniz, et al.
Publicado: (2022)

Partial Scanning Transmission Electron Microscopy with Deep Learning
por: Ede, Jeffrey M., et al.
Publicado: (2020)

Color calibration and fusion of lens-free and mobile-phone microscopy images for high-resolution and accurate color reproduction
por: Zhang, Yibo, et al.
Publicado: (2016)

Deep learning-based transformation of H&E stained tissues into special stains
por: de Haan, Kevin, et al.
Publicado: (2021)

A deep learning-enabled portable imaging flow cytometer for cost-effective, high-throughput, and label-free analysis of natural water samples
por: Gӧrӧcs, Zoltán, et al.
Publicado: (2018)

3D imaging of optically cleared tissue using a simplified CLARITY method and on-chip microscopy
por: Zhang, Yibo, et al.
Publicado: (2017)

Early detection and classification of live bacteria using time-lapse coherent imaging and deep learning
por: Wang, Hongda, et al.
Publicado: (2020)

High Resolution Powder Electron Diffraction in Scanning Electron Microscopy
por: Slouf, Miroslav, et al.
Publicado: (2021)

Label-Free Virtual HER2 Immunohistochemical Staining of Breast Tissue using Deep Learning
por: Bai, Bijie, et al.
Publicado: (2022)

Pixel super-resolution using wavelength scanning
por: Luo, Wei, et al.
Publicado: (2016)

Deep learning for automated size and shape analysis of nanoparticles in scanning electron microscopy
por: Bals, Jonas, et al.
Publicado: (2023)

High Resolution Scanning Electron Microscopy of Cells Using Dielectrophoresis
por: Tang, Shi-Yang, et al.
Publicado: (2014)

An Adversarial Learning Approach for Super-Resolution Enhancement Based on AgCl@Ag Nanoparticles in Scanning Electron Microscopy Images
por: Fan, Li, et al.
Publicado: (2021)

Air quality monitoring using mobile microscopy and machine learning
por: Wu, Yi-Chen, et al.
Publicado: (2017)

High temporal-resolution scanning transmission electron microscopy using sparse-serpentine scan pathways
por: Ortega, Eduardo, et al.
Publicado: (2021)

Lensfree super-resolution holographic microscopy using wetting films on a chip
por: Mudanyali, Onur, et al.
Publicado: (2011)

Design of task-specific optical systems using broadband diffractive neural networks
por: Luo, Yi, et al.
Publicado: (2019)

Deep Learning for Validating and Estimating Resolution of Cryo-Electron Microscopy Density Maps †
por: Avramov, Todor Kirilov, et al.
Publicado: (2019)

Robust autofocusing for scanning electron microscopy based on a dual deep learning network
por: Lee, Woojin, et al.
Publicado: (2021)

High resolution scanning electron microscopy of isolated and in situ cytoskeletal elements
Publicado: (1979)

Demosaiced pixel super-resolution for multiplexed holographic color imaging
por: Wu, Yichen, et al.
Publicado: (2016)

Precision controlled atomic resolution scanning transmission electron microscopy using spiral scan pathways
por: Sang, Xiahan, et al.
Publicado: (2017)

Maskless imaging of dense samples using pixel super-resolution based multi-height lensfree on-chip microscopy
por: Greenbaum, Alon, et al.
Publicado: (2012)

Deep-Learning-Based Hair Damage Diagnosis Method Applying Scanning Electron Microscopy Images
por: Zhang, Lintong, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_oglhl375ehinc8g8fvu0m25po1