dc.contributor.author | Shirazi, Sareh | |
dc.contributor.author | Sanderson, Conrad | |
dc.contributor.author | McCool, Chris | |
dc.contributor.author | Harandi, Mehrtash T | |
dc.date.accessioned | 2020-07-30T03:37:47Z | |
dc.date.available | 2020-07-30T03:37:47Z | |
dc.date.issued | 2015 | |
dc.identifier.isbn | 9781467367950 | |
dc.identifier.doi | 10.1109/dicta.2015.7371239 | |
dc.identifier.uri | http://hdl.handle.net/10072/395918 | |
dc.description.abstract | We propose an adaptive tracking algorithm where the object is modelled as a continuously updated bag of affine subspaces, with each subspace constructed from the object's appearance over several consecutive frames. In contrast to linear subspaces, affine subspaces explicitly model the origin of subspaces. Furthermore, instead of using a brittle point-to-subspace distance during the search for the object in a new frame, we propose to use a subspace-to-subspace distance by representing candidate image areas also as affine subspaces. Distances between subspaces are then obtained by exploiting the non-Euclidean geometry of Grassmann manifolds. Experiments on challenging videos (containing object occlusions, deformations, as well as variations in pose and illumination) indicate that the proposed method achieves higher tracking accuracy than several recent discriminative trackers. | |
dc.description.peerreviewed | Yes | |
dc.publisher | IEEE | |
dc.relation.ispartofconferencename | International Conference on Digital Image Computing: Techniques and Applications (DICTA 2015) | |
dc.relation.ispartofconferencetitle | 2015 International Conference on Digital Image Computing: Techniques and Applications (DICTA) | |
dc.relation.ispartofdatefrom | 2015-11-23 | |
dc.relation.ispartofdateto | 2015-11-25 | |
dc.relation.ispartoflocation | Adelaide, Australia | |
dc.subject.fieldofresearch | Theory of computation | |
dc.subject.fieldofresearchcode | 4613 | |
dc.title | Bags of Affine Subspaces for Robust Object Tracking | |
dc.type | Conference output | |
dc.type.description | E1 - Conferences | |
dcterms.bibliographicCitation | Shirazi, S; Sanderson, C; McCool, C; Harandi, MT, Bags of Affine Subspaces for Robust Object Tracking, 2015 International Conference on Digital Image Computing: Techniques and Applications (DICTA), 2015 | |
dc.date.updated | 2020-07-29T05:04:19Z | |
dc.description.version | Accepted Manuscript (AM) | |
gro.rights.copyright | © 2015 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | |
gro.hasfulltext | Full Text | |
gro.griffith.author | Sanderson, Conrad | |