Improved iterative reconstruction method for Compton imaging using median filter

被引:17
作者
Sakai, Makoto [1 ]
Parajuli, Raj Kumar [1 ,2 ]
Kubota, Yoshiki [1 ]
Kubo, Nobuteru [3 ]
Kikuchi, Mikiko [1 ]
Arakawa, Kazuo [1 ]
Nakano, Takashi [3 ]
机构
[1] Gunma Univ, Heavy Ion Med Ctr, Grad Sch Med, Showa Machi, Maebashi, Gunma, Japan
[2] Natl Inst Quantum & Radiol Sci & Technol, Dept Mol Imaging & Theranost, Inage Ku, Chiba, Japan
[3] Gunma Univ, Dept Radiat Oncol, Grad Sch Med, Showa Machi, Maebashi, Gunma, Japan
来源
PLOS ONE | 2020年 / 15卷 / 03期
关键词
PROJECTION; ALGORITHM;
D O I
10.1371/journal.pone.0229366
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A Compton camera is a device for imaging a radio-source distribution without using a mechanical collimator. Ordered-subset expectation-maximization (OS-EM) is widely used to reconstruct Compton images. However, the OS-EM algorithm tends to over-concentrate and amplify noise in the reconstructed image. It is, thus, necessary to optimize the number of iterations to develop high-quality images, but this has not yet been achieved. In this paper, we apply a median filter to an OS-EM algorithm and introduce a median root prior expectation-maximization (MRP-EM) algorithm to overcome this problem. In MRP-EM, the median filter is used to update the image in each iteration. We evaluated the quality of images reconstructed by our proposed method and compared them with those reconstructed by conventional algorithms using mathematical phantoms. The spatial resolution was estimated using the images of two point sources. Reproducibility was evaluated on an ellipsoidal phantom by calculating the residual sum of squares, zero-mean normalized cross-correlation, and mutual information. In addition, we evaluated the semi-quantitative performance and uniformity on the ellipsoidal phantom. MRP-EM reduces the generated noise and is robust with respect to the number of iterations. An evaluation of the reconstructed image quality using some statistical indices shows that our proposed method delivers better results than conventional techniques.
引用
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页数:15
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