Hyperspectral imaging of human skin aided by artificial neural networks

E Zherebtsov, V Dremin, A Popov, A Doronin… - Biomedical optics …, 2019 - opg.optica.org
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 …

Estimation of skin optical parameters for real-time hyperspectral imaging applications

A Bjorgan, M Milanic… - Journal of biomedical …, 2014 - spiedigitallibrary.org
Hyperspectral imaging combines high spectral and spatial resolution in one modality. This
imaging technique is a promising tool for objective medical diagnostics. However, to be …

Reconstruction of hyperspectral cutaneous data from an artificial neural network-based multispectral imaging system

R Jolivot, P Vabres, F Marzani - Computerized medical imaging and …, 2011 - Elsevier
The development of an integrated MultiSpectral Imaging (MSI) system yielding hyperspectral
cubes by means of artificial neural networks is described. The MSI system is based on a …

Hyperspectral imaging enabled by an unmodified smartphone for analyzing skin morphological features and monitoring hemodynamics

Q He, R Wang - Biomedical optics express, 2020 - opg.optica.org
We propose a novel method and system that utilizes a popular smartphone to realize
hyperspectral imaging for analyzing skin morphological features and monitoring …

[HTML][HTML] Robust near real-time estimation of physiological parameters from megapixel multispectral images with inverse Monte Carlo and random forest regression

SJ Wirkert, H Kenngott, B Mayer, P Mietkowski… - International journal of …, 2016 - Springer
Purpose Multispectral imaging can provide reflectance measurements at multiple spectral
bands for each image pixel. These measurements can be used for estimation of important …

Modelling spatially-resolved diffuse reflectance spectra of a multi-layered skin model by artificial neural networks trained with Monte Carlo simulations

SY Tsui, CY Wang, TH Huang, KB Sung - Biomedical optics express, 2018 - opg.optica.org
A robust modelling method was proposed to extract chromophore information in multi-
layered skin tissue with spatially-resolved diffuse reflectance spectroscopy. Artificial neural …

Portable, low-cost multispectral imaging system: design, development, validation, and utilization

FJ Bolton, AS Bernat, K Bar-Am… - … of biomedical optics, 2018 - spiedigitallibrary.org
Optical spectral images can be used to estimate the amount of bulk absorbers in tissues,
specifically oxy-and deoxyhemoglobin, as well as scattering parameters. Most systems that …

Skin parameter map retrieval from a dedicated multispectral imaging system applied to dermatology/cosmetology

R Jolivot, Y Benezeth, F Marzani - International journal of …, 2013 - Wiley Online Library
In vivo quantitative assessment of skin lesions is an important step in the evaluation of skin
condition. An objective measurement device can help as a valuable tool for skin analysis …

Using noninvasive multispectral imaging to quantitatively assess tissue vasculature

A Vogel, VV Chernomordik, JD Riley… - … of biomedical optics, 2007 - spiedigitallibrary.org
This research describes a noninvasive, noncontact method used to quantitatively analyze
the functional characteristics of tissue. Multispectral images collected at several near …

Skin complications of diabetes mellitus revealed by polarized hyperspectral imaging and machine learning

V Dremin, Z Marcinkevics, E Zherebtsov… - … on Medical Imaging, 2021 - ieeexplore.ieee.org
Aging and diabetes lead to protein glycation and cause dysfunction of collagen-containing
tissues. The accompanying structural and functional changes of collagen significantly …