Shape reconstruction of human foot from multi-camera images based on PCA of human shape database

Jiahui Wang, Hideo Saito, Makoto Kimura, Masaaki Mochimaru, Takeo Kanade

研究成果: Conference contribution

10 被引用数 (Scopus)

抄録

Recently, researches and developments for measuring and modeling of human body are taking much attention. Our aim is to capture accurate shape of human foot, using 2D images acquired by multiple cameras, which can capture dynamic behavior of the object. In this paper, 3D active shape models is used for accurate reconstruction of surface shape of human foot. We apply principal component analysis (PCA) of human shape database, so that we can represent human's foot shape by approximately 12 principal component shapes. Because of the reduction of dimensions for representing the object shape, we can efficiently recover the object shape from multi-camera images, even though the object shape is partially occluded in some of input views. To demonstrate the proposed method, two kinds of experiments are presented: high accuracy reconstruction of human foot in a virtual reality environment with CG multi-camera images and in real world with eight CCD cameras. In those experiments, the recovered shape error with our method is around 2mm, while the error is around 4mm with volume intersection method.

本文言語English
ホスト出版物のタイトルProceedings - 5th International Conference on 3-D Digital Imaging and Modeling, 3DIM 2005
ページ424-431
ページ数8
DOI
出版ステータスPublished - 2005 12月 1
イベント5th International Conference on 3-D Digital Imaging and Modeling, 3DIM 2005 - Ottawa, ON, Canada
継続期間: 2005 6月 132005 6月 16

出版物シリーズ

名前Proceedings of International Conference on 3-D Digital Imaging and Modeling, 3DIM
ISSN(印刷版)1550-6185

Other

Other5th International Conference on 3-D Digital Imaging and Modeling, 3DIM 2005
国/地域Canada
CityOttawa, ON
Period05/6/1305/6/16

ASJC Scopus subject areas

  • コンピュータ グラフィックスおよびコンピュータ支援設計
  • コンピュータ サイエンスの応用
  • コンピュータ ビジョンおよびパターン認識

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