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Optimization of search window and mask size for non-local means noise reduction algorithm in chest digital tomosynthesis: a phantom study

Authors
Kim, KyuseokPark, MinjiLim, SewonKim, HajinKang, Seong-HyeonJeong, Hyun-WooLee, Youngjin
Issue Date
Apr-2024
Publisher
KOREAN PHYSICAL SOC
Keywords
Non-local means (NLM) approach; Noise reduction algorithm; Optimization for algorithm; Chest digital tomosynthesis (CDT); Quantitative evaluation of image quality
Citation
JOURNAL OF THE KOREAN PHYSICAL SOCIETY, v.84, no.7, pp 566 - 572
Pages
7
Journal Title
JOURNAL OF THE KOREAN PHYSICAL SOCIETY
Volume
84
Number
7
Start Page
566
End Page
572
URI
https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/91451
DOI
10.1007/s40042-024-01007-9
ISSN
0374-4884
1976-8524
Abstract
Among the parameters of non-local means (NLM) noise reduction algorithm, the search window and mask size have a great influence on the quality of diagnostic medical images. In this study, we aim to optimize the NLM noise reduction algorithm in the chest digital tomosynthesis (CDT) system. The parameters of the NLM algorithm were set to a search window of 11 x 11 to 101 x 101 and a mask size of 3 x 3 to 11 x 11. The quantitative evaluation method of the acquired CDT image used coefficient of variation (COV) and contrast-to-noise ratio (CNR). COV showed improved results as the search window was increased, and CNR showed the best results at a window size of 61 x 61. In addition, we could confirm that the COV and CNR steadily improved as the size of the mask increased. In conclusion, we expect that when applying the NLM noise reduction algorithm to CDT X-ray images, appropriate parameters can be derived and applied.
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