Title :
Microwave-Induced Thermal Acoustic Tomography for Breast Tumor Based on Compressive Sensing
Author :
Xiaozhang Zhu ; Zhiqin Zhao ; Jinguo Wang ; Jian Song ; Qing Huo Liu
Author_Institution :
Sch. of Electron. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China
Abstract :
Microwave-induced thermal acoustic tomography (MITAT) is an innovative technique to image biomedical tissues based on their electric properties. It has the advantages of both high contrast and high spatial resolution. Image reconstruction method in MITAT is always a critical issue. In this paper, a CS-MITAT (CS: compressive sensing) imaging method is proposed. Compressive sensing (CS) is a recently developed sparse signal representation and analysis framework which handles medical imaging measurements using low sampling rate or increasing imaging quality. The CS-MITAT imaging method applies CS theory to the MITAT for breast tumor imaging. In this method, an over-complete dictionary is established to make sparse measurements in the spatial domain. This treatment greatly saves measurement time. Simulations and experiments with real breast tumor tissues demonstrate the feasibility and effectiveness of the method. Compared with conventional time reversal mirror method which has been used in MITAT research, CS-MITAT provides the same peak signal-to-noise ratio imaging quality by using significantly fewer acoustic sensor positions or scanning times.
Keywords :
acoustic tomography; biological effects of microwaves; biological tissues; compressed sensing; image reconstruction; medical image processing; microwave imaging; thermoacoustics; tumours; CS-MITAT; analysis framework; biomedical tissues; breast tumor; compressive sensing; electric properties; high contrast; high spatial resolution; image reconstruction method; increasing imaging quality; low sampling rate; medical imaging measurements; microwave-induced thermal acoustic tomography; over-complete dictionary; peak signal-to-noise ratio imaging quality; sparse signal representation; time reversal mirror method; Acoustics; Breast tissue; Dictionaries; Microwave imaging; Microwave theory and techniques; Tumors; Breast tumor; compressive sensing; medical imaging; microwave-induced thermal acoustic tomography (MITAT); Breast; Breast Neoplasms; Computer Simulation; Female; Humans; Image Processing, Computer-Assisted; Microwaves; Phantoms, Imaging; Signal Processing, Computer-Assisted; Signal-To-Noise Ratio; Tomography;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2012.2233737