Library

Portable Imaging Flow-Cytometer Using Deep Learning-Based Holographic Image Reconstruction

We demonstrate deep learning assisted holographic imaging of waterborne microorganisms in color using a field-portable flow-cytometer capable of high-throughput screening of flowing water samples and report its capabilities using ocean samples containing plankton. © 2019 The Author(s)

Environmental ScienceEngineeringBiologyComputer Science
View graphSource

Paper

Full text

PDF

Portable Imaging Flow-Cytometer Using Deep Learning-Based Holographic Image Reconstruction

Semantic Scholar · Environmental Science · 2019

Abstract

We demonstrate deep learning assisted holographic imaging of waterborne microorganisms in color using a field-portable flow-cytometer capable of high-throughput screening of flowing water samples and report its capabilities using ocean samples containing plankton. © 2019 The Author(s)

Source of record · Semantic Scholar

Similar papers

Deep learning-based label-free imaging flow cytometry for on-site analysis of water samples (Conference Presentation)Z. Göröcs, Miu Tamamitsu, V. Bianco et al.2019 · Optics and Biophotonics in Low-Resource Settings V · 0 citations In Library
Label-free analysis of micro-algae populations using a high-throughput holographic imaging flow cytometer and deep learningÇaǧatay Işıl, K. Haan, H. Koydemir et al.2021 · 1 citation In Library
Speeding up reconstruction of 3D tomograms in holographic flow cytometry via deep learning.D. Pirone, D. Sirico, L. Miccio et al.2022 · Lab on a Chip · 51 citations In Library
A deep learning-based concept for high throughput image flow cytometryJulie Martin-Wortham, Steffen M. Recktenwald, Marcelle G. M. Lopes et al.2021 · Applied Physics Letters · 4 citations In Library
Digital holographic microscopy driven by deep learning: a study on marine planktonsHarshith Bachimanchi, Benjamin Midtvedt, D. Midtvedt et al.2020 · 0 citations In Library
On-chip label-free cell classification based directly on off-axis holograms and spatial-frequency-invariant deep learningM. Dudaie, I. Barnea, Noga Nissim et al.2023 · Scientific Reports · 7 citations In Library
Label-free detection of Giardia lamblia cysts using a deep learning-enabled portable imaging flow cytometerZ. Gorocs, D. Baum, Fang Song et al.2020 · Lab on a Chip · 16 citations In Library
Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water SamplesHongda Wang, H. Koydemir, Yunzhe Qiu et al.2021 · Conference on Lasers and Electro-Optics · 1 citation In Library
Label-free detection of Giardia lamblia cysts in water samples using a field-portable imaging flow cytometer and deep learningZ. Göröcs, D. Baum, Fang Song et al.2021 · 0 citations In Library
Plankton classification with high-throughput submersible holographic microscopy and transfer learningL. MacNeil, S. Missan, Junliang Luo et al.2021 · BMC Ecology and Evolution · 32 citations In Library
© 2026 NYSGPT2525 LLC