Determination of the optical coefficients of biological tissue by neural network

A system that incorporated a laser source and a CCD camera was used to measure spatially-resolved steady-state diffuse reflectance. Monte Carlo simulations and experiments in tissue phantoms were used to train a neural network that characterizes the reflectance data on a turbid medium. The neural network was used to extract the optical properties (scattering and absorption coefficients) of biological tissue. The accuracy of the neural network was investigated and validated. Tests on tissue-simulation phantoms showed the relative errors of this technique to be 3% for the reduced scattering coefficient and 9% for the absorption coefficients. The optical properties of human skin were also measured in vivo at 633 nm. For human skin tissue it was found that our results were in good agreement with their reference values.

[1]  M S Patterson,et al.  The use of a neural network to determine tissue optical properties from spatially resolved diffuse reflectance measurements. , 1992, Physics in medicine and biology.

[2]  George Zonios,et al.  Modeling diffuse reflectance from semi-infinite turbid media: application to the study of skin optical properties. , 2006, Optics express.

[3]  George Zonios,et al.  Light scattering spectroscopy of human skin in vivo. , 2009, Optics express.

[4]  Hanli Liu,et al.  Determination of reduced scattering coefficient of biological tissue from a needle-like probe. , 2005, Optics express.

[5]  Arjen Amelink,et al.  In vivo measurement of the local optical properties of tissue by use of differential path-length spectroscopy. , 2004, Optics letters.

[6]  J. Stephen Judd,et al.  Neural network design and the complexity of learning , 1990, Neural network modeling and connectionism.

[7]  J. S. Dam,et al.  Multiple polynomial regression method for determination of biomedical optical properties from integrating sphere measurements. , 2000, Applied optics.

[8]  A new optical coefficient of biological tissue that determines the diffuse reflectance light distribution on the tissue surface , 2008 .

[9]  Jarod C Finlay,et al.  A method for determination of the absorption and scattering properties interstitially in turbid media , 2005, Physics in medicine and biology.

[10]  R. Steiner,et al.  Spatially resolved absolute diffuse reflectance measurements for noninvasive determination of the optical scattering and absorption coefficients of biological tissue. , 1996, Applied optics.

[11]  Lianshun Zhang A feature parameter of optical diffuse reflectance on normal and malignant human breast tissue , 2009 .

[12]  S. Mohanty,et al.  Measurement of optical transport properties of normal and malignant human breast tissue. , 2001, Applied optics.