Visualization of Subcutaneous Blood Vessels Based on Hyperspectral Imaging and Three-Wavelength Index Images.
Mohammed HamzaRoman V SkidanovVladimir V PodlipnovPublished in: Sensors (Basel, Switzerland) (2023)
Blood vessel visualization technology allows nursing staff to transition from traditional palpation or touch to locate the subcutaneous blood vessels to visualized localization by providing a clear visual aid for performing various medical procedures accurately and efficiently involving blood vessels; this can further improve the first-attempt puncture success rate for nursing staff and reduce the pain of patients. We propose a novel technique for hyperspectral visualization of blood vessels in human skin. An experiment with six participants with different skin types, race, and nationality backgrounds is described. A mere separation of spectral layers for different skin types is shown to be insufficient. The use of three-wavelength indices in imaging has shown a significant improvement in the quality of results compared to using only two-wavelength indices. This improvement can be attributed to an increase in the contrast ratio, which can be as high as 25%. We propose and implement a technique for finding new index formulae based on an exhaustive search and a binary blood-vessel image obtained through an expert assessment. As a result of the search, a novel index formula was deduced, allowing high-contrast blood vessel images to be generated for any skin type.
Keyphrases
- healthcare
- magnetic resonance
- end stage renal disease
- high resolution
- soft tissue
- magnetic resonance imaging
- chronic kidney disease
- computed tomography
- quality improvement
- machine learning
- newly diagnosed
- neuropathic pain
- convolutional neural network
- mass spectrometry
- fluorescence imaging
- patient reported outcomes
- ionic liquid
- low birth weight