Title :
Trust Region Method for Solving the Bioluminescence Tomography Inverse Problem
Author :
He, Xiaowei ; Zhang, Zhiyong ; Yu, Jingjing
Abstract :
Bioluminescence Tomography (BLT) reconstruction is a highly ill-posed inverse problem. In this research, we formulate it as a quadratically constrained least squares problem and present a trust region method for solving this problem. Simulations based on a heterogeneous phantom demonstrate that the trust region method has the capability to effectively handle the ill-posedness of BLT. The experiments results show that the proposed method outperforms Tikhonov regularization in terms of source location and reconstructed source energy.
Keywords :
bioluminescence; image reconstruction; inverse problems; medical image processing; molecular biophysics; optical tomography; phantoms; Tikhonov regularization; bioluminescence tomography; heterogeneous mouse chest phantom; inverse problem; reconstruction; trust region method; Absorption; Bioluminescence; Image reconstruction; Imaging phantoms; Inverse problems; Least squares methods; Light scattering; Optical scattering; Particle scattering; Tomography;
Conference_Titel :
Photonics and Optoelectronic (SOPO), 2010 Symposium on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-4963-7
Electronic_ISBN :
978-1-4244-4964-4
DOI :
10.1109/SOPO.2010.5504107