Presentation 2006-02-20
Improvement of Target Tracking using a Shape-Constraint-Based Active Contour Model with a Splitting Mechanism
Yukinori YOKOYAMA, Miki HASEYAMA, Hideo KITAJIMA,
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Abstract(in English) As an object moves through the field of view of a camera, it undergoes changes in pose relative to the viewing camera, in illumination relative to light sources, and may even become partially occluded. This causes erroneous object-tracking results. To deal with this problem, we have proposed a method using a shape-constraint-based splitting snake. In this method, the approximate 3-D shape of the target object is assumed to be given, and the snake extracts the target using a reference contour which is sorted from the several contours prepared from the given shape. However, this method could obtain erroneous results in the case where the prepared contours do not include any appropriate ones. To solve this problem, this paper proposes a more efficient method, which introduces a new term to the objective function defined for the snake. This term is calculated from the variation amount of the pose of the approximate shape. By optimising the objective function, the proposed method can obtain the appropriate reference contour and track moving objects in the image sequence more accurately.
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Keyword(in English) Target Tracking / Active Contour Models (Snakes) / Shape Information
Paper # ITS2005-50,IE2005-257
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Committee ITS
Conference Date 2006/2/13(1days)
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Registration To Intelligent Transport Systems Technology (ITS)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Improvement of Target Tracking using a Shape-Constraint-Based Active Contour Model with a Splitting Mechanism
Sub Title (in English)
Keyword(1) Target Tracking
Keyword(2) Active Contour Models (Snakes)
Keyword(3) Shape Information
1st Author's Name Yukinori YOKOYAMA
1st Author's Affiliation School of Information Science and Technology, Hokkaido University()
2nd Author's Name Miki HASEYAMA
2nd Author's Affiliation School of Information Science and Technology, Hokkaido University
3rd Author's Name Hideo KITAJIMA
3rd Author's Affiliation School of Information Science and Technology, Hokkaido University
Date 2006-02-20
Paper # ITS2005-50,IE2005-257
Volume (vol) vol.105
Number (no) 608
Page pp.pp.-
#Pages 4
Date of Issue