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Incremental Learning to Segment Multiple Organs Using DeepInversion
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dc.contributor.advisor 박상현 -
dc.contributor.author Jihyeon Kim -
dc.date.accessioned 2025-01-20T23:54:19Z -
dc.date.available 2025-01-20T23:54:19Z -
dc.date.issued 2024 -
dc.identifier.uri http://hdl.handle.net/20.500.11750/57611 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000802008 -
dc.description Incremental learning, Multi-organ segmentation, DeepInversion -
dc.description.tableofcontents Contents i
List of Tables ii
List of Figures iii
I. INTRODUCTION 1
II. RELATED WORKS 4
1 Distillation-based methods 4
2 Rehearsal-based Methods 5
3 Data-Free Methods 6
III. Method 7
1 Notation 7
2 Framework of Incremental Learning 8
2.1 Segmentation Loss 9
2.2 Distillation Loss 10
3 Generation of Fake Images with MOSInversion 10
IV. RESULTS 13
1 Dataset 13
2 Implementation details 13
3 Evaluation 14
3.1 Results 14
3.2 The effect of the quality of generated images on model performance 16
3.3 The effect of the learning sequence 20
V. CONCLUSION 22
References 23
i
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dc.format.extent 27 -
dc.language eng -
dc.publisher DGIST -
dc.title Incremental Learning to Segment Multiple Organs Using DeepInversion -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000802008 -
dc.description.degree Master -
dc.contributor.department Department of Robotics and Mechatronics Engineering -
dc.identifier.bibliographicCitation Jihyeon Kim. (2024). Incremental Learning to Segment Multiple Organs Using DeepInversion. doi: 10.22677/THESIS.200000802008 -
dc.contributor.coadvisor Okkyun Lee -
dc.date.awarded 2024-08-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.RM김78 202408 -
dc.date.accepted 2024-07-24 -
dc.contributor.alternativeDepartment 로봇및기계전자공학과 -
dc.subject.keyword Incremental learning, Multi-organ segmentation, DeepInversion -
dc.contributor.affiliatedAuthor Jihyeon Kim -
dc.contributor.affiliatedAuthor Sanghyun Park -
dc.contributor.affiliatedAuthor Okkyun Lee -
dc.contributor.alternativeName 김지현 -
dc.contributor.alternativeName Sanghyun Park -
dc.contributor.alternativeName 이옥균 -
dc.rights.embargoReleaseDate 2026-08-31 -
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