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
