ArticleBiomedical optics express2019
Hyperspectral imaging of human skin aided by artificial neural networks.
Article in Biomedical optics express, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 2 of them syntheses that pooled it.
What it found
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The trial behind it
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Who cites it
42 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Medical hyperspectral imaging: an updated review of technology advancements and biomedical applications.Journal of biomedical optics · 2026Pooled it
- Noninvasive hemoglobin sensing and imaging: optical tools for disease diagnosis.Journal of biomedical optics · 2022Pooled it
- Emerging non-invasive tools for hair follicle assessment: a narrative review on hyperspectral and terahertz imaging.Lasers in medical science · 2026Review
- Enhancing skin tone representation in optical vascular phantoms.Journal of biomedical optics · 2026Article
- Advanced optical phantom mimicking microvascular and directed blood flow in mouse brain.Biomedical engineering letters · 2026Article
- Hyperspectral and machine-learning-based classification of ischemic intestinal tissue.Journal of biomedical optics · 2025Article
- Structured light imaging mesoscopy: detection of embedded morphological changes in superficial tissues.Journal of biomedical optics · 2025Article
- Effects of Skin Blood Flow Fluctuations on Non-Invasive Glucose Measurement and a Feasible Blood Flow Control Method.Sensors (Basel, Switzerland) · 2025Article
- Design Key Points of High-Performance Diffuse Reflectance Optical Sensors for Non-Invasive Blood Glucose Measurement.Sensors (Basel, Switzerland) · 2025Article
- In Vivo Time-Resolved Fluorescence Detection of Liver Cancer Supported by Machine Learning.Lasers in surgery and medicine · 2024Article
- Hyperspectral imaging with deep learning for quantification of tissue hemoglobin, melanin, and scattering.Journal of biomedical optics · 2024Article
- Classification of melanocytic lesions using direct illumination multispectral imaging.Scientific reports · 2024Article
- Artificial neural networks trained on simulated multispectral data for real-time imaging of skin microcirculatory blood oxygen saturation.Journal of biomedical optics · 2024Article
- Incremental residual polarization caused by aging in human skin.Journal of biomedical optics · 2024Article
- Multispectral indices for real-time and non-invasive tissue ischemia monitoring using snapshot cameras.Biomedical optics express · 2024Article
- Skin hyperspectral imaging and machine learning to accurately predict the muscular poly-unsaturated fatty acids contents in fish.Current research in food science · 2024Article
- Optical parameters estimation in inhomogeneous turbid media using backscattered light: for transcutaneous scattering measurement of intravascular blood.Biomedical optics express · 2024Article
- Polarimetric imaging for cervical pre-cancer screening aided by machine learning:Journal of biomedical optics · 2023Article
- SpeckleCam: high-resolution computational speckle contrast tomography for deep blood flow imaging.Biomedical optics express · 2023Article
- Lesion Detection and Analysis Using Optical Imaging.Diagnostics (Basel, Switzerland) · 2023Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We developed a compact, hand-held hyperspectral imaging system for 2D neural network-based visualization of skin chromophores and blood oxygenation. State-of-the-art micro-optic multichannel matrix sensor combined with the tunable Fabry-Perot micro interferometer enables a portable diagnostic device sensitive to the changes of the oxygen saturation as well as the variations of blood volume fraction of human skin. Generalized object-oriented Monte Carlo model is used extensively for the training of an artificial neural network utilized for the hyperspectral image processing. In addition, the results are verified and validated via actual experiments with tissue phantoms and human skin
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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.