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Fast and accurate photon-counting detector-based material decomposition via nearest neighborhood method

Title
Fast and accurate photon-counting detector-based material decomposition via nearest neighborhood method
Alternative Title
최근접 알고리즘을 이용한 신속하고 정확한 광자 수 측정 장치 기반 물질 분리 방법
Author(s)
Jeonghyeon Nam
DGIST Authors
Jeonghyeon NamOkkyun LeeDong Hye Ye
Advisor
이옥균
Co-Advisor(s)
Dong Hye Ye
Issued Date
2021
Awarded Date
2021/02
Type
Thesis
Subject
Material decomposition,Photon-counting detector,Nearest neighborhood,Maximum likelihood
Table Of Contents
1 Introduction 1
2 Background 2
2.1 Material Decomposition 2
2.2 Forward Model 3
2.3 Maximum Likelihood-based Method 4
3 Methods 4
3.1 Mean Squared Error-based Method 4
3.2 Proposed Nearest Neighborhood-based Method 4
3.3 Simulation Settings 5
3.3.1 Implementation Issues 5
3.3.2 Slab Phantom Simulation Settings 6
3.3.3 Abdominal Phantom Simulation Settings 6
4 Numerical Results 6
4.1 Numerical Validation for the Existence of the Critical Point 6
4.2 Slab Phantom Simulation Results 7
4.3 Abdominal Phantom Simulation Results 10
5 Discussion 11
6 Conclusion 11
URI
http://dgist.dcollection.net/common/orgView/200000363790

http://hdl.handle.net/20.500.11750/16682
DOI
10.22677/thesis.200000363790
Degree
Master
Department
Robotics Engineering
Publisher
DGIST
Related Researcher
  • 이옥균 Lee, Okkyun
  • Research Interests Diffuse optical tomography; Functional brain imaging; Compressed sensing; Photon counting CT
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Department of Robotics and Mechatronics Engineering Theses Master

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