Title

Knowledge Transfer Methods for Photon Counting Double Random Phase Encoded Image Classification

DGIST Authors

Sangheon Jeong ; Inkyu Moon ; Youhyun Kim

Advisor

문인규

Co-Advisor(s)

Youhyun Kim

Issued Date

2025

Awarded Date

2025-02-01

Citation

Sangheon Jeong. (2025). Knowledge Transfer Methods for Photon Counting Double Random Phase Encoded Image Classification. doi: 10.22677/THESIS.200000828394

Type

Thesis

Description

Double Random Phase Encoding, Photon Counting Imaging, Transfer Learning, Knowledge Distillation

Table Of Contents

List of Contents

Abstract i
List of contents ii
List of tables ⅲ
List of figures ⅲ

Ⅰ. Introduction
1.1 Backgrounds and Contributions 1

Ⅱ. Methods
2.1 Photon Counting Imaging 4
2.2 Double Random Phase Encoding 6
2.3 Methods of Integration of PCI and DRPE 8
2.4 Transfer Learning 10
2.5 Knowledge Distillation 12

Ⅲ. Results
3.1 Research Ⅰ: Transfer Learning-based Knowledge Transfer 15
3.1.1 Datasets 15
3.1.2 Three Types of Transfer Learning Methods 15
3.1.3 Setup 17
3.1.4 Results 17
3.2 Research Ⅱ: Knowledge Distillation-based Knowledge Transfer 20

Ⅳ. Conclusion
4.1 Conclusion 23

URI

http://hdl.handle.net/20.500.11750/58024
http://dgist.dcollection.net/common/orgView/200000828394

DOI

10.22677/THESIS.200000828394

Degree

Master

Department

Department of Robotics and Mechatronics Engineering

Publisher

DGIST

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