DocumentCode
1671741
Title
Wavelet based active contour model for object tracking
Author
Liu, Jen-Chang ; Hwang, Wen-Liang ; Chen, Ming-Syan ; Tsai, Jin-Wu ; Lin, Chi-Hung
Author_Institution
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume
3
fYear
2001
fDate
6/23/1905 12:00:00 AM
Firstpage
206
Abstract
We propose an integrated wavelet-based framework for an active contour model (snake) which is used for the motion tracking of deformable objects in a sequence of images. The input image frame is decomposed into a multiresolution representation using a wavelet transform. First, the wavelet transform coefficients are used in a multiresolution motion estimation process to find the initial contour in the frame. The presented multiresolution motion estimation method allows larger movement of the tracked object than the traditional image-based motion estimation. Secondly, the wavelet transform modulus at each scale is considered in the energy function of the active contour model. The application of biological cell tracking using the proposed method is shown as an example
Keywords
image representation; image resolution; image segmentation; image sequences; motion estimation; object detection; tracking; video signal processing; wavelet transforms; active contour model; biological cell tracking; deformable objects; image sequence; motion estimation; motion tracking; multiresolution representation; object segmentation; object tracking; snake; wavelet transform; Active contours; Biological system modeling; Cells (biology); Deformable models; Immune system; Information science; Motion estimation; Technological innovation; Tracking; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location
Thessaloniki
Print_ISBN
0-7803-6725-1
Type
conf
DOI
10.1109/ICIP.2001.958087
Filename
958087
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