Image Reconstruction for Diffuse Optical Tomography Based on Radiative Transfer Equation

Author:

Bi Bo12ORCID,Han Bo1,Han Weimin3ORCID,Tang Jinping1,Li Li4ORCID

Affiliation:

1. Department of Mathematics, Harbin Institute of Technology, Harbin, Heilongjiang 150006, China

2. School of Mathematics and Statistics, Northeast Petroleum University, Daqing, Heilongjiang 163318, China

3. Department of Mathematics, University of Iowa, Iowa City, IA 52242, USA

4. Imaging Diagnosis and Interventional Center, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong 510060, China

Abstract

Diffuse optical tomography is a novel molecular imaging technology for small animal studies. Most known reconstruction methods use the diffusion equation (DA) as forward model, although the validation of DA breaks down in certain situations. In this work, we use the radiative transfer equation as forward model which provides an accurate description of the light propagation within biological media and investigate the potential of sparsity constraints in solving the diffuse optical tomography inverse problem. The feasibility of the sparsity reconstruction approach is evaluated by boundary angular-averaged measurement data and internal angular-averaged measurement data. Simulation results demonstrate that in most of the test cases the reconstructions with sparsity regularization are both qualitatively and quantitatively more reliable than those with standardL2regularization. Results also show the competitive performance of the split Bregman algorithm for the DOT image reconstruction with sparsity regularization compared with other existingL1algorithms.

Funder

National Natural Science Foundation of China

Publisher

Hindawi Limited

Subject

Applied Mathematics,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Modeling and Simulation,General Medicine

Cited by 21 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Identification of fog Particle Size Distribution by a radiative transfer equation inversion;Journal of Quantitative Spectroscopy and Radiative Transfer;2024-04

2. Gauss-Seidel based spatially varying optimal regularization improves reconstruction in diffuse optical tomography;The Imaging Science Journal;2023-07-31

3. Neighbor-based adaptive sparsity orthogonal least square for fluorescence molecular tomography;Journal of Biomedical Optics;2023-06-29

4. IDENTIFICATION OF FOG PARTICLE SIZE DISTRIBUTION BY A RADIATIVE TRANSFER EQUATION INVERSION;Proceeding of Proceedings of the 10th International Symposium on Radiative Transfer, RAD-23 Thessaloniki, Greece, 12–16 June 2023;2023

5. Soft Tissue Image Reconstruction Using Diffuse Optical Tomography;Biomedical Engineering;2022-12-21

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