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dc.contributor.advisor 황재윤 -
dc.contributor.author Jaegeun Park -
dc.date.accessioned 2023-03-22T19:57:25Z -
dc.date.available 2023-03-22T19:57:25Z -
dc.date.issued 2023 -
dc.identifier.uri http://hdl.handle.net/20.500.11750/45753 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000655870 -
dc.description Cross Scale Non-Local Similarity, Siamese Network, Super Resolution, Remote Sensing, Segmentation, 교차 크기의 비지역적 유사성, 샴 네트워크, 초해상도, 항공 영상, 분할 영상 -
dc.description.tableofcontents Ⅰ. INTRODUCTION 1
Ⅱ. RELATED WORKS 6
2.1 Image Self-Similarity 6
2.2 Deep Learning-based Super Resolution 7
Ⅲ. METHODS 9
3.1 Overall Network Structure 9
3.2 Siamese Residual Non-local Similarity Module (SRNSM) 13
3.3 Siamese Cross Scale Non-Local Similarity Module (SCSNLS Module) 16
Ⅳ. RESULTS 19
4.1 Experimental Dataset and Evaluation 19
4.2 Training Details 21
4.3 Comparison between previous and SRNSM methods 22
4.4 Super Resolution results on the UCMerced Dataset 23
4.5 Super Resolution Results on the WHU Dataset 28
4.6 Segmentation Results on the WHU Dataset 31
Ⅴ. DISCUSSION 34
Ⅵ. CONCLUSION 40
REFERENCES 42
국문요약문 47
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dc.format.extent 47 -
dc.language eng -
dc.publisher DGIST -
dc.title Remote Sensing Image Super-Resolution based on Siamese Networks with Cross Scale Non-Local Similarity for Segmentation of Buildings -
dc.title.alternative 건물의 분할 영상을 위해 교차 크기의 비지역적 유사성을 활용하는 샴 네트워크 기반 항공 영상 초해상도 기법 -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000655870 -
dc.description.degree Master -
dc.contributor.department Department of Electrical Engineering and Computer Science -
dc.contributor.coadvisor Kyong Hwan Jin -
dc.date.awarded 2023-02-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.IM 박73 202302 -
dc.date.accepted 2023-03-21 -
dc.contributor.alternativeDepartment 전기전자컴퓨터공학과 -
dc.subject.keyword Cross Scale Non-Local Similarity -
dc.subject.keyword Siamese Network -
dc.subject.keyword Super Resolution -
dc.subject.keyword Remote Sensing -
dc.subject.keyword Segmentation -
dc.subject.keyword 교차 크기의 비지역적 유사성 -
dc.subject.keyword 샴 네트워크 -
dc.subject.keyword 초해상도 -
dc.subject.keyword 항공 영상 -
dc.subject.keyword 분할 영상 -
dc.contributor.affiliatedAuthor Jaegeun Park -
dc.contributor.affiliatedAuthor Jae Youn Hwang -
dc.contributor.affiliatedAuthor Kyong Hwan Jin -
dc.contributor.alternativeName 박재근 -
dc.contributor.alternativeName Jae Youn Hwang -
dc.contributor.alternativeName 진경환 -
dc.rights.embargoReleaseDate 2025-02-28 -
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