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Knowledge Transfer Methods for Photon Counting Double Random Phase Encoded Image Classification
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dc.contributor.advisor 문인규 -
dc.contributor.author Sangheon Jeong -
dc.date.accessioned 2025-02-28T21:01:50Z -
dc.date.available 2025-02-28T21:01:50Z -
dc.date.issued 2025 -
dc.identifier.uri http://hdl.handle.net/20.500.11750/58024 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000828394 -
dc.description Double Random Phase Encoding, Photon Counting Imaging, Transfer Learning, Knowledge Distillation -
dc.description.tableofcontents 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
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dc.format.extent 27 -
dc.language eng -
dc.publisher DGIST -
dc.title Knowledge Transfer Methods for Photon Counting Double Random Phase Encoded Image Classification -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000828394 -
dc.description.degree Master -
dc.contributor.department Department of Robotics and Mechatronics Engineering -
dc.identifier.bibliographicCitation Sangheon Jeong. (2025). Knowledge Transfer Methods for Photon Counting Double Random Phase Encoded Image Classification. doi: 10.22677/THESIS.200000828394 -
dc.contributor.coadvisor Youhyun Kim -
dc.date.awarded 2025-02-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.RM 정52 202502 -
dc.date.accepted 2025-01-20 -
dc.contributor.alternativeDepartment 로봇및기계전자공학과 -
dc.subject.keyword Double Random Phase Encoding, Photon Counting Imaging, Transfer Learning, Knowledge Distillation -
dc.contributor.affiliatedAuthor Sangheon Jeong -
dc.contributor.affiliatedAuthor Inkyu Moon -
dc.contributor.affiliatedAuthor Youhyun Kim -
dc.contributor.alternativeName 정상헌 -
dc.contributor.alternativeName Inkyu Moon -
dc.contributor.alternativeName 김유현 -
dc.rights.embargoReleaseDate 2030-02-28 -
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