Real-time image restoration of sub-aperture images for ultra-thin light field cameras초박형 라이트필드 카메라의 실시간 영상 복원 알고리즘 개발

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Ultra-thin light field camera is a light field camera made by attaching the lens array in front of the image sensor. The sub-aperture image quality is very low in ultra-thin light field camera due to the trade-off between spatial-angular resolution and non-existence of objective lens. Therefore, the restoration of sub-aperture image is necessary process to utilize the spatial information from the ultra-thin light field camera. In contrast to the previous works that requires complex computation or non-real-time, we propose a laplacian pyramid-based image fusion that can perform the enough restoration to improve the quality of the ultra-thin light field camera. We also present the ultra-thin light field camera having 24 sub-apertures, integrated with embedded computer so that can provide maximum portability. As a result, our ultra-thin light field camera system provides the restored image in real-time on embedded system. We also evaluate our restoration method with various criteria using our ultra-thin light field camera, our method shows better performance than other methods.
Advisors
Kim, Min Hyukresearcher김민혁researcher
Description
한국과학기술원 :전산학부,
Publisher
한국과학기술원
Issue Date
2022
Identifier
325007
Language
eng
Description

학위논문(석사) - 한국과학기술원 : 전산학부, 2022.2,[iii, 24 p. :]

URI
http://hdl.handle.net/10203/309510
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=997599&flag=dissertation
Appears in Collection
CS-Theses_Master(석사논문)
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