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
fDate :
6/23/1905 12:00:00 AM
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;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958087