(A) denoising algorithm for digital breast tomosynthesis image via patch-based low-rank penalty패치 기반 저계수 페널티를 통한 디지털 흉부 단층영상합성 노이즈 저감 알고리즘

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Digital breast tomosynthesis has developed to resolve the superposition problem in digital mammography. The incomplete 3-dimensional image is obtained from the reconstruction process with many projection data scanned in limited angle. During reconstruction process, the incompleteness of the 3-d image causes artifacts, but it is proven that the artifact reduction technique based on the backprojection filtration algorithm successfully reduce the artifacts. On the other hand, the noise created from the scanning process is one of the main causes that degrade the image quality. In this paper, by exploiting the characteristic of the focal plane that the locations of the lesion including microcalcification in the image are identical in the plane, we propose the denoising algorithm where the patch-based low-rank penalty is applied to the backprojected data derivatives, and compare the result of the algorithm with that of bilateral filter.
Advisors
Cho, Seungryongresearcher조승룡researcher
Description
한국과학기술원 :원자력및양자공학과,
Publisher
한국과학기술원
Issue Date
2020
Identifier
325007
Language
eng
Description

학위논문(석사) - 한국과학기술원 : 원자력및양자공학과, 2020.2,[iii, 21 p. :]

Keywords

Digital breast tomosynthesis▼aDenoise▼aPatch-based Low-rank Penalty▼aPrincipal Component Analysis▼aBackprojection Filtration; 디지털 흉부 단층합성영상▼a노이즈 저감▼a패치 기반 저계수 패널티▼a주성분 분석▼a역투사후여과 알고리즘

URI
http://hdl.handle.net/10203/283808
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=909889&flag=dissertation
Appears in Collection
NE-Theses_Master(석사논문)
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