Object Tracking at Multiple Levels of Spatial Resolutions
| Title | Object Tracking at Multiple Levels of Spatial Resolutions |
| Publication Type | Conference Papers |
| Year of Publication | 2007 |
| Authors | Tran SD, Davis LS |
| Conference Name | Image Analysis and Processing, 2007. ICIAP 2007. 14th International Conference on |
| Date Published | 2007/09// |
| Keywords | coarse-to-fine, detection;tracking;, filtering;spatial, framework;object, levels;tracking, multiple, resolution;multiresolution, resolutions, searching;data, space;computer, state, tracking, tracking;sequential, vision;object |
| Abstract | Tracking is usually performed at a single level of data resolution. This paper describes a multi-resolution tracking framework developed with efficiency and robustness in mind. Efficiency is achieved by processing low resolution data whenever possible. Robustness results from multiple level coarse-to-fine searching in the tracking state space. We combine sequential filtering both in time and resolution levels into a probabilistic framework. A color blob tracker is implemented and the tracking results are evaluated in a number of experiments. |
| DOI | 10.1109/ICIAP.2007.4362772 |