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dc.contributor.advisor 장진호 -
dc.contributor.author Sun Tae Hwang -
dc.date.accessioned 2022-08-17T16:00:09Z -
dc.date.available 2022-08-17T16:00:09Z -
dc.date.issued 2022 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000628638 en_US
dc.identifier.uri http://hdl.handle.net/20.500.11750/16783 -
dc.description Deep neural network, Coded excitation, Golay code, Inverse problem, Ultrasound, Signal reconstruction -
dc.description.abstract -
dc.description.statementofresponsibility N -
dc.description.tableofcontents i. INTRODUCTION 1
1.1 Ultrasound characteristics 1
1.2 Limitations of short pulse ultrasound imaging 1
1.3 Coded excitation methods 2
1.4 Deep neural network for Golay coded excitation base ultrasound imaging 2
1.5 Organization of the paper 3
ii. Ultrasound imaging device 3
2.1 Configuration diagram of ultrasound imaging device 3
2.2 B-mode imaging method 5
2.3 Coded excitation 5
iii. Neural network with encoder-decoder structure 11
3.1 Autoencoder 11
3.2 U-Net 12
3.3 Inverse problem with deep neural network 13
iV. A method of generating a Golay coded excitation signal using deep learning 13
4.1 Network architecture 14
4.2 Data acquisition 15
4.3 Training 16
V. Performance evaluation and results 16
5.1 Comparison of conventional ultrasound image and Golay coded excitation image 17
5.2 U-Net-based deep neural network results 18
Vi. Conclusion and future work 22
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dc.format.extent 26 -
dc.language eng -
dc.publisher DGIST -
dc.subject Deep neural network, Coded excitation, Golay code, Inverse problem, Ultrasound, Signal reconstruction -
dc.title Deep Neural Network for Golay-coded excitation Ultrasound Imaging without frame rate reduction -
dc.title.alternative 프레임 율 저하가 없는 골레이-코드화 여기 초음파 이미징을 위한 심층 신경망 -
dc.type Thesis -
dc.identifier.doi 10.22677/thesis.200000628638 -
dc.description.degree Master -
dc.contributor.department Department of Electrical Engineering and Computer Science -
dc.contributor.coadvisor Kyong Hwan Jin -
dc.date.awarded 2022/08 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.IM 황54 202208 -
dc.date.accepted 8/11/22 -
dc.contributor.alternativeDepartment 전기전자컴퓨터공학과 -
dc.embargo.liftdate 2023-08-31 -
dc.contributor.affiliatedAuthor Sun Tae Hwang -
dc.contributor.affiliatedAuthor Jin Ho Chang -
dc.contributor.affiliatedAuthor Kyong Hwan Jin -
dc.contributor.alternativeName 황선태 -
dc.contributor.alternativeName Jin Ho Chang -
dc.contributor.alternativeName 진경환 -
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