ArticleLight, science & applications2019
Deep learning in holography and coherent imaging.
Article in Light, science & applications, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 54 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
54 citing papers in PubMed.
- Airborne Particulate Matter Sensing via Laser Filament-Interaction and Deep Learning.ACS ES&T air · 2026Article
- Beam manipulation for terahertz communications.Communications engineering · 2026Review
- High-speed quantitative X-ray multi-contrast imaging with deep learning based modulated pattern analysis.Journal of synchrotron radiation · 2026Article
- Monocular complex amplitude imaging via a polarization-multiplexed liquid-crystal-lens-informed Fourier neural network.National science review · 2026Article
- Review
- Diatom Lensless Imaging Using Laser Scattering and Deep Learning.ACS ES&T water · 2025Article
- Real-time holographic camera for obtaining real 3D scene hologram.Light, science & applications · 2025Article
- Deep learning-enabled filter-free fluorescence microscope.Science advances · 2025Article
- Unsupervised Learning-Assisted Acoustic-Driven Nano-Lens Holography for the Ultrasensitive and Amplification-Free Detection of Viable Bacteria.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Tilted-Mode All-Optical Diffractive Deep Neural Networks.Micromachines · 2024Article
- Generating Multi-Depth 3D Holograms Using a Fully Convolutional Neural Network.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Quantitative phase imaging based on holography: trends and new perspectives.Light, science & applications · 2024Review
- Off-axis digital lensless holographic microscopy based on spatially multiplexed interferometry.Journal of biomedical optics · 2024Article
- Quantitative phase imaging techniques for measuring scattering properties of cells and tissues: a review-part I.Journal of biomedical optics · 2024Review
- All-optical complex field imaging using diffractive processors.Light, science & applications · 2024Article
- A Holographic-Type Model in the Description of Polymer-Drug Delivery Processes.Pharmaceuticals (Basel, Switzerland) · 2024Article
- EVATOM: an optical, label-free, machine learning assisted embryo health assessment tool.Communications biology · 2024Article
- On the use of deep learning for phase recovery.Light, science & applications · 2024Review
- Optical tomography in a single camera frame using fringe-encoded deep-learning full-field OCT.Biomedical optics express · 2024Article
- Roadmap on computational methods in optical imaging and holography [invited].Applied physics. B, Lasers and optics · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Recent advances in deep learning have given rise to a new paradigm of holographic image reconstruction and phase recovery techniques with real-time performance. Through data-driven approaches, these emerging techniques have overcome some of the challenges associated with existing holographic image reconstruction methods while also minimizing the hardware requirements of holography. These recent advances open up a myriad of new opportunities for the use of coherent imaging systems in biomedical and engineering research and related applications.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.