A matrix-free algorithm for multiple wavelength fluorescence tomography.

In the recent years, there has been an increase in applications of non-contact diffusion optical tomography. Especially when the objective is the recovery of fluorescence targets. The non-contact acquisition systems with the use of a CCD-camera produce much denser sampled boundary data sets than fibre-based systems. When model-based reconstruction methods are used, that rely on the inversion of a derivative operator, the large number of measurements poses a challenge since the explicit formulation and storage of the Jacobian matrix could be in general not feasible. This problem is aggravated further in applications, where measurements at multiple wavelengths are used. We present a matrix-free model-based reconstruction method, that addresses the problems of large data sets and reduces the computational cost and memory requirements for the reconstruction. The idea behind the matrix-free method is that information about the Jacobian matrix could be available through matrix times vector products so that the creation and storage of big matrices can be avoided. We tested the method for multiple wavelength fluorescence tomography with simulated and experimental data from phantom experiments, and we found substantial benefits in computational times and memory requirements.

[1]  Vasilis Ntziachristos,et al.  Looking and listening to light: the evolution of whole-body photonic imaging , 2005, Nature Biotechnology.

[2]  S. Sridhar,et al.  Microwave photonic crystal with tailor-made negative refractive index , 2004 .

[3]  Dario Fasino,et al.  An inverse Robin problem for Laplace's equation: theoretical results and numerical methods , 1999 .

[4]  M. Schweiger,et al.  Uniqueness and wavelength optimization in continuous-wave multispectral diffuse optical tomography. , 2003, Optics letters.

[5]  C. Soukoulis,et al.  Electromagnetic waves: Negative refraction by photonic crystals , 2003, Nature.

[6]  C. Soukoulis,et al.  Electromagnetic wave propagation in two-dimensional photonic crystals: A study of anomalous refractive effects , 2004, cond-mat/0403542.

[7]  V. Veselago The Electrodynamics of Substances with Simultaneously Negative Values of ∊ and μ , 1968 .

[8]  R. Weissleder,et al.  Experimental three-dimensional fluorescence reconstruction of diffuse media by use of a normalized Born approximation. , 2001, Optics letters.

[9]  Vasilis Ntziachristos,et al.  Noncontact optical imaging in mice with full angular coverage and automatic surface extraction. , 2007, Applied optics.

[10]  M. Schweiger,et al.  Gauss–Newton method for image reconstruction in diffuse optical tomography , 2005, Physics in medicine and biology.

[11]  Richard M Levenson,et al.  Autofluorescence removal, multiplexing, and automated analysis methods for in-vivo fluorescence imaging. , 2005, Journal of biomedical optics.

[12]  Steven G. Johnson,et al.  Negative Refraction without Negative Index in Metallic Photonic Crystals References and Links , 2022 .

[13]  Vasilis Ntziachristos,et al.  Noncontact optical tomography of turbid media. , 2003, Optics letters.

[14]  Yeshaiahu Fainman,et al.  Wave front evolution of negatively refracted waves in a photonic crystal , 2007 .

[15]  R. Baughman,et al.  Linear and nonlinear wave propagation in negative refraction metamaterials , 2003 .

[16]  W. T. Lu,et al.  Negative refraction and left-handed electromagnetism in microwave photonic crystals. , 2003, Physical review letters.

[17]  Stefan Andersson-Engels,et al.  Improved accuracy in time-resolved diffuse reflectance spectroscopy. , 2008, Optics express.

[18]  Steven G. Johnson,et al.  Subwavelength imaging in photonic crystals , 2003 .

[19]  S. Arridge Optical tomography in medical imaging , 1999 .

[20]  Masaya Notomi,et al.  Self-collimating phenomena in photonic crystals , 1999 .

[21]  Ivan A. Shelykh,et al.  Negative refraction of light in Bragg mirrors made of porous silicon , 2005 .

[22]  R. Leahy,et al.  Hyperspectral and multispectral bioluminescence optical tomography for small animal imaging , 2005, Physics in medicine and biology.

[23]  J P Culver,et al.  Optimization of optode arrangements for diffuse optical tomography: A singular-value analysis. , 2001, Optics letters.

[24]  Ekmel Ozbay,et al.  Negative refraction and superlens behavior in a two-dimensional photonic crystal , 2005 .

[25]  Khem B. Thapa,et al.  Negative refraction in 1D photonic crystals , 2008 .

[26]  C. Soukoulis,et al.  Subwavelength resolution in a two-dimensional photonic-crystal-based superlens. , 2003, Physical review letters.

[27]  M. Qiu,et al.  Negative refraction at infrared wavelengths in a two-dimensional photonic crystal. , 2004, Physical review letters.

[28]  C. Henkel,et al.  All-frequency effective medium theory of a photonic crystal. , 2003, Optics express.

[29]  B. Pogue,et al.  Spectrally resolved bioluminescence optical tomography. , 2006, Optics letters.

[30]  Vasilis Ntziachristos,et al.  A submillimeter resolution fluorescence molecular imaging system for small animal imaging. , 2003, Medical physics.

[31]  Fan Yang,et al.  Negative refraction at various crystal interfaces , 2008 .

[32]  M. Sickmiller,et al.  3D Wire mesh photonic crystals. , 1996, Physical review letters.

[33]  M. Schweiger,et al.  Three-dimensional in vivo fluorescence diffuse optical tomography of breast cancer in humans. , 2007, Optics express.

[34]  C. Soukoulis,et al.  Refraction in media with a negative refractive index. , 2003, Physical review letters.

[35]  Lorenzo Pavesi,et al.  Porous silicon dielectric multilayers and microcavities , 1997 .

[36]  Zhaowei Liu,et al.  Optical Negative Refraction in Bulk Metamaterials of Nanowires , 2008, Science.

[37]  王奇,et al.  Frequency bands of negative refraction in finite one-dimensional photonic crystals , 2007 .

[38]  Vadim A. Markel,et al.  Fluorescent optical tomography with large data sets. , 2008, Optics letters.

[39]  Srinivas Sridhar,et al.  Photonic crystals: Imaging by flat lens using negative refraction , 2003, Nature.

[40]  Masaya Notomi,et al.  Superprism Phenomena in Photonic Crystals , 1998 .

[41]  Vadim A. Markel,et al.  Experimental demonstration of an analytic method for image reconstruction in optical diffusion tomography with large data sets. , 2005, Optics letters.

[42]  J. Lindsey,et al.  PhotochemCAD ‡ : A Computer‐Aided Design and Research Tool in Photochemistry , 1998 .

[43]  J. Pendry,et al.  Negative refraction makes a perfect lens , 2000, Physical review letters.

[44]  Xiangdong Zhang,et al.  Negative refraction and imaging using 12-fold-symmetry quasicrystals , 2005 .