Physically-based phasor imaging for advanced scene understanding장면 이해의 고도화를 위한 물리기반 위상자 이미징 기술

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General imaging systems acquire color information of light. With the development of sensor technology, the modern camera can capture a high resolution similar to that of the human visual system. However, to analyze the characteristics of an object, color information is insufficient, and it is necessary to acquire the spectrum and geometric information of the object. With advances in computational photography, spectral information and depth information can be acquired with high quality. However, many imaging systems have disadvantages regarding complex optical systems and large sizes. This thesis introduces imaging system hardware and computational photography algorithms using phasor analysis that can acquire high-quality 3D and spectral information without using such a complex optical system. First, a compact hyperspectral camera using a diffractive optical element optimized by phasor analysis is proposed. In conventional hyperspectral cameras, each optical element is used for a specific role, such as an imaging lens for taking a picture, a spectroscopic system for acquiring spectral information, and a relay lens for connecting them. As a result, such a system has no choice but to increase in size because a large number of optical elements are used. The proposed diffractive optical element can make a hyperspectral imaging system compact because a single diffractive optical element performs both imaging and spectrometer roles. In addition, high-quality hyperspectral images were obtained using the optimization algorithm-based reconstruction depth learning network. The second is high-fidelity timeof-flight (ToF) imaging in scattering media. ToF camera captures depth information by measuring the flight time of light rays. However, rays are randomly reflected by scattering media which causes multipath interference (MPI). We develop a robust depth acquisition method in scattering media by analyzing summed phasor by MPI. Using a linear polarization filter, we capture polarized light and de-polarized light of backscattered light and reconstruct depth by phasor difference of the two components.
Advisors
Kim, Min Hyukresearcher김민혁researcher
Description
한국과학기술원 :전산학부,
Publisher
한국과학기술원
Issue Date
2023
Identifier
325007
Language
eng
Description

학위논문(박사) - 한국과학기술원 : 전산학부, 2023.2,[iv, 55 p. :]

Keywords

물리기반 이미징▼a위장자 이미징▼a초분광 이미징▼a3D 이미징; Physically-based imaging▼aPhasor imaging▼aHyperspectral imaging▼a3D imaging

URI
http://hdl.handle.net/10203/309230
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=1030589&flag=dissertation
Appears in Collection
CS-Theses_Ph.D.(박사논문)
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