Depth and image sensing system with offset pixels: its hardware accelerator and focus-diversity system오프셋 화소를 활용한 영상 및 깊이 정보 추출: 하드웨어 가속기와 다초점 시스템에의 응용

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Depth sensing has been widely used in many applications over the past several decades. However, conventional depth sensing platforms are not suitable for mobile devices due to their large size and computation complexity. In this dissertation, we propose a compact system for depth and image sensing with offset pixel apertures (OPA). Specifically, we design an enhanced depth map processing (EDMP) and an OPA-dedicated image signal processing (OISP). The EDMP significantly improves the depth quality on excessively dark or light regions, greatly mitigates false depth aggregation at object boundaries, and increases depth precision with a very small overhead. Shot-noise-modeling and two-pass cost aggregation significantly reduce depth errors with reasonable hardware costs. Also, the OISP provides primary image processing while using white pixels to further improve color quality over conventional image sensors. Both EDMP and OISP are integrated on a single-chip. Our system shares the common hardware engine through time-multiplexing, taking advantage of the temporal margin caused by the sparsity of the OPA pixels. In addition, this dissertation proposes a novel focus-diversity camera system to extend the depth range. Since the narrow DoF(depth of field) of the existing single-focus system degrades the quality of depth information, the focus-diversity camera system can be configured to merge variously focused images to complement each other. The proposed method was implemented and verified as a mobile app to extract depth by commercial smart phone for practical use.
Advisors
Park, In-Cheolresearcher박인철researcherKyung, Chong-Minresearcher경종민researcher
Description
한국과학기술원 :전기및전자공학부,
Publisher
한국과학기술원
Issue Date
2021
Identifier
325007
Language
eng
Description

학위논문(박사) - 한국과학기술원 : 전기및전자공학부, 2021.2,[vi, 72 p. :]

Keywords

Depth extraction▼aImage signal processing▼aRGB-D sensor▼aFocus-diversity camera system; 깊이 정보 추출▼a영상 신호 처리▼a카메라 센서▼a다초점 카메라 시스템

URI
http://hdl.handle.net/10203/295642
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=956637&flag=dissertation
Appears in Collection
EE-Theses_Ph.D.(박사논문)
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