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| DC Field | Value | Language |
|---|---|---|
| dc.contributor.advisor | 장진호 | - |
| dc.contributor.author | Eunji Lee | - |
| dc.date.accessioned | 2025-03-04T10:27:00Z | - |
| dc.date.available | 2025-03-04T10:27:00Z | - |
| dc.date.issued | 2025 | - |
| dc.identifier.uri | http://hdl.handle.net/20.500.11750/58104 | - |
| dc.identifier.uri | http://dgist.dcollection.net/common/orgView/200000837546 | - |
| dc.description | Deep Learning, Data Augmentation, Domain Adaptation, Ultrasound Image, CycleGAN | - |
| dc.description.tableofcontents | Ⅰ. Introduction 1 1.1 Background 1 1.2 Related Work 2 1.3 Research Objectives and Approach 7 II. Methods 10 2.1 Network 10 2.1.1 Model Overview 10 2.1.2 Framework 11 2.1.3 Formulation 12 2.2 Datasets 15 2.2.1 Open-Source Datasets 16 2.2.2 Field II Simulation 19 2.3 Training Setup and Details 21 2.3.1 Network Architecture 21 2.3.2 Loss Function 25 2.3.3 Training Setup 27 III. Results 29 3.1 CycleGAN Results 29 3.2 Evaluation 34 3.2.1 Evaluation Metrics 35 3.2.2 Evaluation Method 37 3.2.3 Training Setup 38 3.2.4 Evaluation Results 40 IV. Conclusion 48 4.1 Future Works 48 References 49 국문요약 53 |
- |
| dc.format.extent | 48 | - |
| dc.language | eng | - |
| dc.publisher | DGIST | - |
| dc.title | GAN-based Synthetic Ultrasound Image Generation: Addressing Data Scarcity and Domain Adaptation | - |
| dc.title.alternative | GAN 기반 합성 초음파 이미지 생성: 데이터 부족 및 도메인 적응 문제 해결 | - |
| dc.type | Thesis | - |
| dc.identifier.doi | 10.22677/THESIS.200000837546 | - |
| dc.description.degree | Master | - |
| dc.contributor.department | Artificial Intelligence Major | - |
| dc.identifier.bibliographicCitation | Eunji Lee. (2025). GAN-based Synthetic Ultrasound Image Generation: Addressing Data Scarcity and Domain Adaptation. doi: 10.22677/THESIS.200000837546 | - |
| dc.contributor.coadvisor | Jae Youn Hwang | - |
| dc.date.awarded | 2025-02-01 | - |
| dc.publisher.location | Daegu | - |
| dc.description.database | dCollection | - |
| dc.citation | XT.AM 이67 202502 | - |
| dc.date.accepted | 2025-01-20 | - |
| dc.contributor.alternativeDepartment | 학제학과인공지능전공 | - |
| dc.subject.keyword | Deep Learning, Data Augmentation, Domain Adaptation, Ultrasound Image, CycleGAN | - |
| dc.contributor.affiliatedAuthor | Eunji Lee | - |
| dc.contributor.affiliatedAuthor | Jin Ho Chang | - |
| dc.contributor.affiliatedAuthor | Jae Youn Hwang | - |
| dc.contributor.alternativeName | 이은지 | - |
| dc.contributor.alternativeName | Jin Ho Chang | - |
| dc.contributor.alternativeName | 황재윤 | - |
| dc.rights.embargoReleaseDate | 2027-02-28 | - |
