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

School of Life Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Citations (Scopus)

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.

Original language	English
Title of host publication	Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	166-170
Number of pages	5
ISBN (Electronic)	9780769565286
DOIs	https://doi.org/10.1109/ICCIA.2018.00038
Publication status	Published - 2 Jul 2018
Event	3rd International Conference on Computational Intelligence and Applications, ICCIA 2018 - Hong Kong, China Duration: 28 Jul 2018 → 30 Jul 2018

Publication series

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

Conference

Conference	3rd International Conference on Computational Intelligence and Applications, ICCIA 2018
Country/Territory	China
City	Hong Kong
Period	28/07/18 → 30/07/18

Keywords

ART algorithm
Iterative reconstruction
Neural network
Projection matrix
Pseudo inverse

Access to Document

10.1109/ICCIA.2018.00038

Cite this

Lei, B., Li, X., Zhang, J., & Wen, J. (2018). Calculation of projection matrix in image reconstruction based on neural network. In Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018 (pp. 166-170). Article 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 et al. / 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. pp. 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. in 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., pp. 166-170, 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018, Hong Kong, China, 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 et al.
Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018. Institute of Electrical and Electronics Engineers Inc., 2018. p. 166-170 8711497 (Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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. In Proceedings - 3rd International Conference on Computational Intelligence and Applications, ICCIA 2018. Institute of Electrical and Electronics Engineers Inc. 2018. p. 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

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

Cite this