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A RELAXATION METHOD TO ARTICULATED TRAJECTORY RECONSTRUCTION FROM MONOCULAR IMAGE SEQUENCE

Li, Bo; Dai, Yuchao; He, Mingyi; van den Hengel, Anton

Description

In this paper, we present a novel method for articulated trajectory reconstruction from a monocular image sequence. We propose a relaxation-based objective function, which utilises both smoothness and geometric constraints, posing articulated trajectory reconstruction as a non-linear optimization problem. The main advantage of this approach is that it remains the re-constructive power of the original algorithm, while improving its robustness to the inevitable noise in the data. Furthermore, we...[Show more]

dc.contributor.authorLi, Bo
dc.contributor.authorDai, Yuchao
dc.contributor.authorHe, Mingyi
dc.contributor.authorvan den Hengel, Anton
dc.coverage.spatialXi'an
dc.date.accessioned2015-12-08T22:33:23Z
dc.date.created9-13 July 2014
dc.identifier.isbn9781479954018
dc.identifier.urihttp://hdl.handle.net/1885/34656
dc.description.abstractIn this paper, we present a novel method for articulated trajectory reconstruction from a monocular image sequence. We propose a relaxation-based objective function, which utilises both smoothness and geometric constraints, posing articulated trajectory reconstruction as a non-linear optimization problem. The main advantage of this approach is that it remains the re-constructive power of the original algorithm, while improving its robustness to the inevitable noise in the data. Furthermore, we present an effective approach to estimating the parameters of our objective function. Experimental results on the CMU motion capture dataset show that our proposed algorithm is effective.
dc.publisherIEEE
dc.relation.ispartofseriesSignal and Information Processing (ChinaSIP), 2014 IEEE China Summit & International Conference on
dc.sourceSignal and Information Processing (ChinaSIP), 2014 IEEE China Summit & International Conference on
dc.source.urihttp://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6879711
dc.titleA RELAXATION METHOD TO ARTICULATED TRAJECTORY RECONSTRUCTION FROM MONOCULAR IMAGE SEQUENCE
dc.typeConference paper
local.description.notesImported from ARIES
local.description.refereedYes
dc.date.issued2014
local.identifier.absfor080106 - Image Processing
local.identifier.absfor080104 - Computer Vision
local.identifier.ariespublicationU5431022xPUB115
local.type.statusPublished Version
local.contributor.affiliationLi, Bo, School of Electronic and Information, Northwestern Polytechnical University, China1
local.contributor.affiliationDai, Yuchao, College of Engineering and Computer Science, ANU
local.contributor.affiliationHe, Mingyi, Northwestern Polytechnical University
local.contributor.affiliationvan den Hengel, Anton, University of Adelaide
local.description.embargo2037-12-31
local.bibliographicCitation.startpage389
local.bibliographicCitation.lastpage393
local.identifier.doi10.1109/ChinaSIP.2014.6889270
local.identifier.absseo970108 - Expanding Knowledge in the Information and Computing Sciences
local.identifier.absseo890202 - Application Tools and System Utilities
dc.date.updated2015-12-08T09:35:32Z
local.identifier.scopusID2-s2.0-84929417831
CollectionsANU Research Publications

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