Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis

Emil Y. Sidky; Yuval Duchin; Ingrid Reiser; Christer Ullberg; Xiaochuan Pan

doi:10.1109/NSSMIC.2011.6153811

Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis

Emil Y. Sidky, Yuval Duchin, Ingrid Reiser, Christer Ullberg, Xiaochuan Pan

Center for Magnetic Resonance Research

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

5 Scopus citations

Abstract

An iterative image reconstruction algorithm for digital breast tomosynthesis (DBT) is presented based on constrained, total-variation (TV) minimization. The algorithm is designed to yield the reconstructed volume in few iterations. As the algorithm does not solve the optimization problem upon which it is based, other stopping criteria are derived based on the imaging task of micro-calcification detection. We speculated that even though the algorithm optimization is based on this specific task, the resulting reconstructed volume may be near optimal for other tasks because of the sensitivity of micro-calcification contrast to image reconstruction algorithm parameters.

Original language	English (US)
Title of host publication	2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	4230-4232
Number of pages	3
ISBN (Print)	9781467301183
DOIs	https://doi.org/10.1109/NSSMIC.2011.6153811
State	Published - Jan 1 2011
Event	2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011 - Valencia, Spain Duration: Oct 23 2011 → Oct 29 2011

Publication series

Name	IEEE Nuclear Science Symposium Conference Record
ISSN (Print)	1095-7863

Other

Other	2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011
Country/Territory	Spain
City	Valencia
Period	10/23/11 → 10/29/11

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10.1109/NSSMIC.2011.6153811

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Sidky, E. Y., Duchin, Y., Reiser, I., Ullberg, C., & Pan, X. (2011). Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis. In 2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011 (pp. 4230-4232). Article 6153811 (IEEE Nuclear Science Symposium Conference Record). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/NSSMIC.2011.6153811

Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis. / Sidky, Emil Y.; Duchin, Yuval; Reiser, Ingrid et al.
2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011. Institute of Electrical and Electronics Engineers Inc., 2011. p. 4230-4232 6153811 (IEEE Nuclear Science Symposium Conference Record).

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

Sidky, EY, Duchin, Y, Reiser, I, Ullberg, C & Pan, X 2011, Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis. in 2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011., 6153811, IEEE Nuclear Science Symposium Conference Record, Institute of Electrical and Electronics Engineers Inc., pp. 4230-4232, 2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011, Valencia, Spain, 10/23/11. https://doi.org/10.1109/NSSMIC.2011.6153811

Sidky EY, Duchin Y, Reiser I, Ullberg C, Pan X. Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis. In 2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011. Institute of Electrical and Electronics Engineers Inc. 2011. p. 4230-4232. 6153811. (IEEE Nuclear Science Symposium Conference Record). doi: 10.1109/NSSMIC.2011.6153811

Sidky, Emil Y. ; Duchin, Yuval ; Reiser, Ingrid et al. / Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis. 2011 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2011. Institute of Electrical and Electronics Engineers Inc., 2011. pp. 4230-4232 (IEEE Nuclear Science Symposium Conference Record).

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abstract = "An iterative image reconstruction algorithm for digital breast tomosynthesis (DBT) is presented based on constrained, total-variation (TV) minimization. The algorithm is designed to yield the reconstructed volume in few iterations. As the algorithm does not solve the optimization problem upon which it is based, other stopping criteria are derived based on the imaging task of micro-calcification detection. We speculated that even though the algorithm optimization is based on this specific task, the resulting reconstructed volume may be near optimal for other tasks because of the sensitivity of micro-calcification contrast to image reconstruction algorithm parameters.",

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AB - An iterative image reconstruction algorithm for digital breast tomosynthesis (DBT) is presented based on constrained, total-variation (TV) minimization. The algorithm is designed to yield the reconstructed volume in few iterations. As the algorithm does not solve the optimization problem upon which it is based, other stopping criteria are derived based on the imaging task of micro-calcification detection. We speculated that even though the algorithm optimization is based on this specific task, the resulting reconstructed volume may be near optimal for other tasks because of the sensitivity of micro-calcification contrast to image reconstruction algorithm parameters.

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Optimizing algorithm parameters based on a model observer detection task for image reconstruction in digital breast tomosynthesis

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