Calculation of projection matrix in image reconstruction based on neural network

Bingzhen Lei; Xiuqing Li; Jun Zhang; Junhai Wen

doi:10.1109/ICCIA.2018.00038

Calculation of projection matrix in image reconstruction based on neural network

Bingzhen Lei, Xiuqing Li, Jun Zhang, Junhai Wen

生命学院

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

2 引用（Scopus）

摘要

The iterative reconstruction algorithms can get better reconstruction result by adding constraints in the case of incomplete or uneven projection. In the iterative reconstruction algorithm, how to obtain the relationship between the reconstructed image and the projected data, namely, projection matrix, is the key to the image reconstruction. In this paper, the neural network algorithm is used to calculate the projection matrix, which gives a solution to a class of problems. In simulation, we use the projection matrix trained by the neural network to achieve the reconstruction, and the results show that the original image can be well reconstructed.

源语言	英语
主期刊名	Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018
出版商	Institute of Electrical and Electronics Engineers Inc.
页	166-170
页数	5
ISBN（电子版）	9780769565286
DOI	https://doi.org/10.1109/ICCIA.2018.00038
出版状态	已出版 - 2 7月 2018
活动	3rd International Conference on Computational Intelligence and Applications, ICCIA 2018 - Hong Kong, 中国期限: 28 7月 2018 → 30 7月 2018

出版系列

姓名	Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018

会议

会议	3rd International Conference on Computational Intelligence and Applications, ICCIA 2018
国家/地区	中国
市	Hong Kong
时期	28/07/18 → 30/07/18

访问文件

10.1109/ICCIA.2018.00038

其它文件与链接

链接到 Scopus 的出版物

引用此

Lei, B., Li, X., Zhang, J., & Wen, J. (2018). Calculation of projection matrix in image reconstruction based on neural network. 在 Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018 (页码 166-170). 文章 8711497 (Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCIA.2018.00038

Lei, Bingzhen ; Li, Xiuqing ; Zhang, Jun 等. / Calculation of projection matrix in image reconstruction based on neural network. Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018. Institute of Electrical and Electronics Engineers Inc., 2018. 页码 166-170 (Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018).

@inproceedings{b5813194e6bb44e5b7afe8e8eeb8f75e,

title = "Calculation of projection matrix in image reconstruction based on neural network",

abstract = "The iterative reconstruction algorithms can get better reconstruction result by adding constraints in the case of incomplete or uneven projection. In the iterative reconstruction algorithm, how to obtain the relationship between the reconstructed image and the projected data, namely, projection matrix, is the key to the image reconstruction. In this paper, the neural network algorithm is used to calculate the projection matrix, which gives a solution to a class of problems. In simulation, we use the projection matrix trained by the neural network to achieve the reconstruction, and the results show that the original image can be well reconstructed.",

keywords = "ART algorithm, Iterative reconstruction, Neural network, Projection matrix, Pseudo inverse",

author = "Bingzhen Lei and Xiuqing Li and Jun Zhang and Junhai Wen",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018 ; Conference date: 28-07-2018 Through 30-07-2018",

year = "2018",

month = jul,

day = "2",

doi = "10.1109/ICCIA.2018.00038",

language = "English",

series = "Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "166--170",

booktitle = "Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018",

address = "United States",

}

Lei, B, Li, X, Zhang, J & Wen, J 2018, Calculation of projection matrix in image reconstruction based on neural network. 在 Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018., 8711497, Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018, Institute of Electrical and Electronics Engineers Inc., 页码 166-170, 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018, Hong Kong, 中国, 28/07/18. https://doi.org/10.1109/ICCIA.2018.00038

Calculation of projection matrix in image reconstruction based on neural network. / Lei, Bingzhen; Li, Xiuqing; Zhang, Jun 等.
Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018. Institute of Electrical and Electronics Engineers Inc., 2018. 页码 166-170 8711497 (Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Calculation of projection matrix in image reconstruction based on neural network

AU - Lei, Bingzhen

AU - Li, Xiuqing

AU - Zhang, Jun

AU - Wen, Junhai

PY - 2018/7/2

Y1 - 2018/7/2

N2 - The iterative reconstruction algorithms can get better reconstruction result by adding constraints in the case of incomplete or uneven projection. In the iterative reconstruction algorithm, how to obtain the relationship between the reconstructed image and the projected data, namely, projection matrix, is the key to the image reconstruction. In this paper, the neural network algorithm is used to calculate the projection matrix, which gives a solution to a class of problems. In simulation, we use the projection matrix trained by the neural network to achieve the reconstruction, and the results show that the original image can be well reconstructed.

AB - The iterative reconstruction algorithms can get better reconstruction result by adding constraints in the case of incomplete or uneven projection. In the iterative reconstruction algorithm, how to obtain the relationship between the reconstructed image and the projected data, namely, projection matrix, is the key to the image reconstruction. In this paper, the neural network algorithm is used to calculate the projection matrix, which gives a solution to a class of problems. In simulation, we use the projection matrix trained by the neural network to achieve the reconstruction, and the results show that the original image can be well reconstructed.

KW - ART algorithm

KW - Iterative reconstruction

KW - Neural network

KW - Projection matrix

KW - Pseudo inverse

UR - http://www.scopus.com/inward/record.url?scp=85066323753&partnerID=8YFLogxK

U2 - 10.1109/ICCIA.2018.00038

DO - 10.1109/ICCIA.2018.00038

M3 - Conference contribution

AN - SCOPUS:85066323753

T3 - Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018

SP - 166

EP - 170

BT - Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018

Y2 - 28 July 2018 through 30 July 2018

ER -

Lei B, Li X, Zhang J, Wen J. Calculation of projection matrix in image reconstruction based on neural network. 在 Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018. Institute of Electrical and Electronics Engineers Inc. 2018. 页码 166-170. 8711497. (Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018). doi: 10.1109/ICCIA.2018.00038

Calculation of projection matrix in image reconstruction based on neural network

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