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Finding Objects in Complex Scenes

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개인저자Sun, Jin.
단체저자명University of Maryland, College Park. Computer Science.
서명/저자사항Finding Objects in Complex Scenes.
발행사항[S.l.] : University of Maryland, College Park., 2018
발행사항Ann Arbor : ProQuest Dissertations & Theses, 2018
형태사항175 p.
소장본 주기School code: 0117.
ISBN9780438402317
일반주기 Source: Dissertation Abstracts International, Volume: 80-02(E), Section: B.
Adviser: David Jacobs.
요약Object detection is one of the fundamental problems in computer vision that has great practical impact. Current object detectors work well under certain conditions. However, challenges arise when scenes become more complex. Scenes are often clut
요약We believe the key to tackle those challenges is to understand the rich context of objects in scenes, which includes: the appearance variations of an object due to viewpoint and lighting condition changes
요약To facilitate collecting training data with large variations, we design a novel user interface, ARLabeler, utilizing the power of Augmented Reality (AR) devices. Instead of labeling images from the Internet passively, we put an observer in the r
요약We also study challenges in deploying object detectors in real world scenes: detecting curb ramps in street view images. A system, Tohme, is proposed to combine detection results from detectors and human crowdsourcing verifications. One core com
요약One of the insights from Tohme is that context is crucial in detecting objects. To understand the complex relationship between objects and their environment, we propose a standalone context model that predicts where an object can occur in an ima
요약To take a step beyond single object based detections, we explicitly model the geometrical relationships between groups of objects and use the layout information to represent scenes as a whole. We show that such a strategy is useful in retrieving
일반주제명Computer science.
언어영어
기본자료 저록Dissertation Abstracts International80-02B(E).
Dissertation Abstract International
대출바로가기http://www.riss.kr/pdu/ddodLink.do?id=T15000096

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