Representing images of a rotating object with cyclic permutation for view-based pose estimation

Computer Vision and Image Understanding 113 巻 12 号 1210-1221 頁 2009-12 発行
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タイトル ( eng )
Representing images of a rotating object with cyclic permutation for view-based pose estimation
作成者
Tanaki Toru
Amano Toshiyuki
収録物名
Computer Vision and Image Understanding
113
12
開始ページ 1210
終了ページ 1221
抄録
In this paper, we propose a novel approach using a cyclic group to model the appearance change in an image sequence of an object rotated about an arbitrary axis (1DOF out-of-plane rotation). In the sequence, an image xj is followed by an image xj+1. We represent the relationship between images by a cyclic group as xj+1 = Gxj , and obtain the matrix G by real block diagonalization. Then, G to the power of a real number is used to represent the image sequence and also for pose estimation. Two estimation methods are proposed and evaluated with real image sequences from the COIL-20, COIL-100, and ALOI datasets, and also compared to the Parametric Eigenspace method. Additionally, we discuss the relationship of the proposed approach to the pixel-wise Discrete Fourier Transform (DFT) and to linear regression, and also outline several extensions.
著者キーワード
view-based pose estimation
global appearance
cyclic group
column permutation matrix
block diagonalization
subspace methods
NDC分類
電気工学 [ 540 ]
言語
英語
資源タイプ 学術雑誌論文
出版者
Elsevier Inc.
発行日 2009-12
権利情報
Copyright (c) 2009 Elsevier Inc.
出版タイプ Author’s Original(十分な品質であるとして、著者から正式な査読に提出される版)
アクセス権 オープンアクセス
収録物識別子
[ISSN] 1077-3142
[NCID] AA11028969
[DOI] 10.1016/j.cviu.2009.06.007
[DOI] http://dx.doi.org/10.1016/j.cviu.2009.06.007 ~の異版である