Active Contour Model Using Wavelet Modulus for Object Segmentation and Tracking in Video Sequences
نویسندگان
چکیده
We propose an integrated wavelet-based framework of the active contour model(snake) for segmentation and motion tracking of deformable objects in video sequences. The input image frame is represented by means of wavelet transform. First, the moduli of wavelet transform coeecients are used in a multi-resolution motion estimation process to nd the initial snake contour in the current frame. The presented multi-resolution motion estimation methods allow a larger movement of the tracked object than does traditional image-based motion estimation. Secondly, the wavelet transform modulus at each scale is considered in the energy function of the snake model. The snake computation is based on a coarse-tone scale continuation method. Application of the proposed methods to biological cell tracking is demonstrated in experiments.
منابع مشابه
Wavalet-based Active Contour Model for Object Segmentation and Tracking in Video Sequences
We propose an integrated wavelet-based framework of the active contour model(snake) for segmentation and motion tracking of deformable objects in video sequences. The input image frame is represented by means of wavelet transform. First, the moduli of wavelet transform coe cients are used in a multi-resolution motion estimation process to nd the initial snake contour in the current frame. The p...
متن کاملSemiautomatic video object segmentation using VSnakes
Video object segmentation and tracking are essential for content-based video processing. This paper presents a framework for a semiautomatic approach to this problem. A semantic video object is initialized with human assistance in a key frame. The video object is then tracked and segmented automatically in the following frames. A new active contour model, VSnakes, is introduced as a segmentatio...
متن کاملActive Contour Tracking of Moving Objects Using Edge Flows and Ant Colony Optimization in Video Sequences
Object segmentation and tracking are important techniques in video applications. In this paper, we present a novel system for active contour tracking of moving objects in video sequences. Our method includes preprocessing to identify an initial object contour, and object contour segmentation to refine the contour of the moving object. The edge flows and ant colony optimization are incorporated ...
متن کاملWavelet based active contour model for object tracking
We propose an integrated wavelet-based framework for active contour model(snake), which is used for motion tracking of deformable objects in a sequence of images. The input image frame is decomposed into multi-resolution representation using wavelet transform. First, the wavelet transform coefficients are used in a multi-resolution motion estimation process to find the initial contour in the fr...
متن کاملSemi-automatic video object segmentation basing on hierarchy optical flow
Abstract In the new MPEG-4 video coding standard, the semi -automatic video segmentation plays a key role in supporting object-oriented coding and enabling content-based functionalities. A novel hierarchy optical flow based semi -automatic video segmentation method is presented in this paper. The proposed segmentation method contains spatial and temporal segmentation. For the spatial segmentati...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- IJWMIP
دوره 1 شماره
صفحات -
تاریخ انتشار 2003