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| DC Field | Value | Language |
|---|---|---|
| dc.contributor.advisor | 박상현 | - |
| dc.contributor.author | Eojin Jang | - |
| 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/20.500.11750/58105 | - |
| dc.identifier.uri | http://dgist.dcollection.net/common/orgView/200000828469 | - |
| dc.description | Masked image modeling, Domain generalization, Fundus photography, Diabetic retinopathy | - |
| dc.description.tableofcontents | I. INTRODUCTION 1 II. RELATED WORKS 4 2.1 CFP Classification 4 2.2 Foundation Models 4 2.3 Domain Generalization (DG) 4 III. METHOD 6 3.1 Problem Setup 6 3.2 Overview 6 3.3 Masked Image Transformation 6 3.3.1 Standardized color transformation 6 3.3.2 Masked image modeling 8 3.4 Joint Representation Learning 9 3.4.1 Cross-Attention module 9 3.4.2 Classification with joint representation 10 IV. EXPERIMENTS 11 4.1 Datasets 11 4.1.1 4DR 11 4.1.2 APTOS-Messidor 11 4.1.3 Glaucoma 11 4.2 Experimental Details 11 4.3 Experimental Scenarios 12 4.3.1 Comparison against recent DG methods 12 4.3.2 Scalability in diverse datasets 12 4.3.3 Ablation studies 12 4.3.4 Impact on masked image modeling 13 4.3.5 Impact on transformed image 13 4.3.6 Impact on cross-attention 13 V. RESULTS 14 5.1 Comparison Against Recent DG Methods 14 5.2 Scalability in Diverse Datasets 14 5.3 Ablation Studies 14 5.4 Impact on Masked Image Modeling 15 5.5 Impact on Transformed Image 16 5.6 Impact on Cross-Attention 17 5.7 Additional Results 17 5.7.1 Impact on the blended image Zi 17 5.7.2 Impact of class label use on color transformation 18 5.7.3 Additional transformed images 20 VI. CONCLUSION 23 References 24 |
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| dc.format.extent | 29 | - |
| dc.language | eng | - |
| dc.publisher | DGIST | - |
| dc.title | Revisiting Masked Image Modeling with Standardized Color Space for Domain Generalized Fundus Photography Classification | - |
| dc.type | Thesis | - |
| dc.identifier.doi | 10.22677/THESIS.200000828469 | - |
| dc.description.degree | Master | - |
| dc.contributor.department | Artificial Intelligence Major | - |
| dc.identifier.bibliographicCitation | Eojin Jang. (2025). Revisiting Masked Image Modeling with Standardized Color Space for Domain Generalized Fundus Photography Classification. doi: 10.22677/THESIS.200000828469 | - |
| dc.contributor.coadvisor | Sunghoon Im | - |
| dc.date.awarded | 2025-02-01 | - |
| dc.publisher.location | Daegu | - |
| dc.description.database | dCollection | - |
| dc.citation | XT.AM 장64 202502 | - |
| dc.date.accepted | 2025-01-20 | - |
| dc.contributor.alternativeDepartment | 학제학과인공지능전공 | - |
| dc.subject.keyword | Masked image modeling, Domain generalization, Fundus photography, Diabetic retinopathy | - |
| dc.contributor.affiliatedAuthor | Eojin Jang | - |
| dc.contributor.affiliatedAuthor | Sang Hyun Park | - |
| dc.contributor.affiliatedAuthor | Sunghoon Im | - |
| dc.contributor.alternativeName | 장어진 | - |
| dc.contributor.alternativeName | Sang Hyun Park | - |
| dc.contributor.alternativeName | 임성훈 | - |
| dc.rights.embargoReleaseDate | 2027-02-28 | - |
