ReviewJournal of biophotonics2015
Optical hyperspectral imaging in microscopy and spectroscopy - a review of data acquisition.
Review in Journal of biophotonics, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 75 papers, 4 of them syntheses that pooled it.
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
75 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- AI-Enabled Imaging for Pathogen Detection Under Stress Conditions: A Systematic Review.Comprehensive reviews in food science and food safety · 2026Pooled it
- Hyperspectral imaging in wound care: A systematic review.International wound journal · 2020Pooled it
- Hyperspectral Imaging and the Retina: Worth the Wave?Translational vision science & technology · 2020Pooled it
- Intraoperative multispectral and hyperspectral label-free imaging: A systematic review of in vivo clinical studies.Journal of biophotonics · 2019Pooled it
- Rapid Physicochemical Screening of Parboiled Rice Using VNIR-SWIR Spectroscopy and Chemometrics.Journal of food science · 2026Article
- Linear Variable Filter-Based Wide-Field Hyperspectral Camera for Multiplex Immunoplasmonics Imaging.Journal of biophotonics · 2026Article
- Mid-infrared snapshot spectral imaging via nonlinear radial dispersion.Nature communications · 2026Article
- High-speed hyperspectral single-pixel microscopy via line-scan detection with data fusion-based enhanced resolution.Communications engineering · 2026Article
- AI-based autism identification from hyperspectral imaging detection of oxidative stress in pediatric red blood cells.Communications medicine · 2026Article
- Assessing RGB Color Reliability via Simultaneous Comparison with Hyperspectral Data on PantoneJournal of imaging · 2026Article
- Snapshot hyperspectral fundus imaging system using a microlens array.Biomedical optics express · 2026Article
- USSGAN: Unsupervised Spectral and Spatial Attention-Based Generative Adversarial Network for Cholangiocarcinoma Detection.Chemical & biomedical imaging · 2025Article
- Snapshot hyperspectral fundus imaging system using a microlens array.medRxiv : the preprint server for health sciences · 2025Article
- Hyperspectral Imaging for Quality Assessment of Processed Foods: A Case Study on Sugar Content in Apple Jam.Foods (Basel, Switzerland) · 2025Article
- Self-Supervised Elimination of Non-Independent Noise in Hyperspectral Imaging.Newton ((New York, N.Y.) · 2025Article
- Comparative Evaluation of the Effectiveness and Efficiency of Computational Methods in the Detection of Asbestos Cement in Hyperspectral Images.Materials (Basel, Switzerland) · 2025Article
- DNA-Guided Self-Assembly of Carbon Nanotubes and Quantum Dots.ACS applied optical materials · 2025Article
- Transition from Light-Induced Phase Reconstruction to Halide Segregation in CsPbBrACS applied materials & interfaces · 2025Article
- Hyperspectral imaging in neurosurgery: a review of systems, computational methods, and clinical applications.Journal of biomedical optics · 2025Review
- Boundary aware microscopic hyperspectral pathology image segmentation network guided by information entropy weight.Frontiers in oncology · 2025Article
15 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
Rather than simply acting as a photographic camera capturing two-dimensional (x, y) intensity images or a spectrometer acquiring spectra (λ), a hyperspectral imager measures entire three-dimensional (x, y, λ) datacubes for multivariate analysis, providing structural, molecular, and functional information about biological cells or tissue with unprecedented detail. Such data also gives clinical insights for disease diagnosis and treatment. We summarize the principles underpinning this technology, highlight its practical implementation, and discuss its recent applications at microscopic to macroscopic scales. Datacube acquisition strategies in hyperspectral imaging x, y, spatial coordinates; λ, wavelength.
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.