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FPI Based Hyperspectral Imager for the Complex Surfaces-Calibration, Illumination and Applications.
Anna-Maria Raita-Hakola1, Leevi Annala1, Vivian Lindholm2
1Faculty of Information Technology, University of Jyväskylä, 40100 Jyväskylä, Finland.
This study introduces the SICSURFIS spectral imager, a novel hyperspectral imaging (HSI) tool for non-invasive skin lesion analysis. The device successfully maps complex skin surfaces and classifies lesions, showing promise for future clinical dermatological applications.
Area of Science:
- Biomedical imaging
- Dermatological applications
- Hyperspectral imaging (HSI)
Background:
- Medical HSI offers non-invasive methods with high spatial and spectral resolution for analyzing skin.
- Challenges include complex skin surfaces and limited accessibility to certain areas.
- HSI can delineate tumors, detect invasions, and classify lesion types.
Purpose of the Study:
- Introduce a novel spectral imaging concept, SICSURFIS.
- Conduct a clinical pre-test to evaluate the concept's potential for clinical application.
- Address challenges of complex skin surfaces in dermatological HSI.
Main Methods:
- Developed the SICSURFIS spectral imager, combining a Fabry-Pérot interferometer (FPI) with a specialized LED module and stray light protection cones.
- Designed for photometric stereo imaging to generate 3D skin surface models at each wavelength.
- Captured hyperspectral images at 33 wavelengths (477-891 nm) using selected LEDs and three light angles.
Main Results:
- The SICSURFIS imager successfully accessed and imaged complex skin surfaces.
- Collected data enabled analysis in spectral and spatial domains, incorporating surface model information.
- Pixel-wise classification and delineation of healthy skin, basal cell carcinomas, and intradermal nevi were achieved with promising results using a convolutional neural network.
Conclusions:
- The SICSURFIS spectral imager concept shows potential for clinical dermatological applications.
- The pre-test demonstrated the imager's capability to handle complex skin surfaces and classify lesions.
- Further studies are necessary to fully develop and validate the SICSURFIS system for clinical use.
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