JOURNAL ARTICLE

Motion-Based Boundary Tracking of Moving Object Using Parametric Active Contour Model

Bong-Ryul LeeIk-Hyun ChoiGiho Jeon

Year: 2007 Journal:   IEICE Transactions on Information and Systems Vol: E90-D (1)Pages: 355-363   Publisher: Institute of Electronics, Information and Communication Engineers

Abstract

This paper presents a motion-based boundary tracking method for a moving deformable object in an image sequence using a parametric active contour model. Deciding the local converging directions of the contour points is essential for correctly extracting the boundary of a moving deformable object. Thus, a new energy function for a parametric active contour model is proposed based on the addition of a directional energy term using a frame difference map to the greedy snake. The frame difference map is used to obtain motion information on an object with fast and non-rigid motion. Plus, updating rules for the frame difference map are also developed to encourage the stable convergence of the contour points. Experiments on a set of synthetic and real image sequences show that the proposed method could fully track a speedy deformable object while exactly extracting the boundary of the object in every frame.

Keywords:
Computer vision Artificial intelligence Active contour model Computer science Boundary (topology) Parametric statistics Tracking (education) Object (grammar) Frame (networking) Motion (physics) Video tracking Level set (data structures) Mathematics Image (mathematics) Image segmentation

Metrics

5
Cited By
0.60
FWCI (Field Weighted Citation Impact)
0
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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