1. Skin capillary extraction technique based on independent component analysis and Frangi filter using videomicroscopy
- Author
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Masaru Sugahara, Akihiko Oharazawa, Masaki Ogino, and Masanori Tanahashi
- Subjects
Ground truth ,Microscopy, Video ,Materials science ,Steady state (electronics) ,Capillary action ,Image processing ,Dermatology ,Filter (signal processing) ,01 natural sciences ,Independent component analysis ,Capillaries ,010309 optics ,030207 dermatology & venereal diseases ,03 medical and health sciences ,0302 clinical medicine ,medicine.anatomical_structure ,Sørensen–Dice coefficient ,0103 physical sciences ,Image Processing, Computer-Assisted ,medicine ,Humans ,Algorithms ,Skin ,Blood vessel ,Biomedical engineering - Abstract
Background Videomicroscopy can be used to observe skin capillaries easily and non-invasively. In this study, we develop an algorithm that can handle skin regions by combining color component separation methods as pre-processing based on blood vessel extraction filtering. Materials and methods Images of skin on the inner upper arm were acquired using videomicroscopy. An algorithm using independent component analysis (ICA) and the Frangi filter was constructed, and capillary regions were extracted. The capillary blood vessel extraction images were compared with ground truth to verify accuracy. An evaluation of the physiological responses of skin exposed to carbon dioxide (CO2 ) water, local heating, and methyl nicotinate was performed to test blood vessels with different mechanisms of action and layer depth. Results Based on a comparison with ground truth images, a Dice coefficient of 0.82 was calculated. In examining physiological responses to stimuli on the skin, it was found that exposure to CO2 for 2 minutes significantly increased the capillary area compared with the steady state. Conclusion An algorithm to extract capillaries from skin images using ICA and the Frangi filter method was proposed. Results suggest that this algorithm can quantitatively analyze physiological changes in capillaries on the skin surface.
- Published
- 2020