System demonstrates 99% accuracy in classifying resin samples using hyperspectral imaging, highlighting medical and industrial applications.
Herein, we report the world's first flexible fiberscope system that can perform hyperspectral imaging (HSI) from 490 to 1600 nm. The spectroscopy method uses a super continuum light source and an acousto-optic tunable filter to output a specific wavelength at 6 nm intervals. The HSI of the six resin samples were obtained and classified using a neural network under four wavelength ranges. The highest performance was achieved for the 1000–1600 nm range, with accuracy of 99.0%, recall of 94.6%, and specificity of 98.8%. The proposed system has potential applications in the medical and industrial fields for noninvasive component analysis.
No takes yet. Share an insight, caveat, or question.
Kakuta et al. (2025) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: