Joint
Registration and Active Contour Segmentation for Object Tracking
By Jifeng Ning, Lei Zhang, David
Zhang and Wei Yu
IEEE
Transactions on Circuits and Systems for Video Technology,
vol. 23, no. 9, pp. 1589 -1597, Sept. 2013.
The
proposed JRACS algorithm is compared with EM-shift algorithm [1], SOAMST
algorithm [2], Combination flow algorithm [3], and Chiverton
et al.¡¯s
algorithm [4].
|
Experiment
1: Car sequence |
|
|
Chiverton
et al. |
|
|
EM-shift |
|
|
SOAMST |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
2: Indoor face sequence |
|
|
Chiverton
et al. |
|
|
EM-shift |
|
|
SOAMST |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
3: Hand sequence |
|
|
Chiverton
et al. |
|
|
EM-shift |
|
|
SOAMST |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
4: Fish sequence 1 |
|
|
EM-shift |
|
|
SOAMST |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
5: Fish sequence 2 |
|
|
Chiverton
et al. |
|
|
EM-shift |
|
|
SOAMST |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
6: Outdoor face sequence |
|
|
Chiverton
et al. |
|
|
EM-shift |
|
|
SOAMST |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
7: Multiple targets |
|
|
Combination
flow |
|
|
JRACS |
|
|
Experiment
8: Micky mouse |
|
|
Combination
flow |
|
|
JRACS |
|
Reference
[1]
Z. Zivkovic and B.
Kröse, ¡°An EM-like Algorithm for
Color-Histogram-Based Object Tracking,¡± In Proc. IEEE Conf. on Computer Vision
and Pattern Recognition, Washington, D.C., USA, vol. I, pp. 798-803, 2004.
[2]
J. Ning, L. Zhang,
D. Zhang, and C. Wu, ¡°Scale and Orientation Adaptive Mean Shift Tracking,¡± IET
Computer Vision, 2011. http://www4.comp.polyu.edu.hk/~cslzhang/SOAMST.htm
[3]
T. Zhang, D. Freedman, ¡°Improving
performance of distribution tracking through background matching,¡± IEEE
Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 2, pp.
282¨C287,
2005.
[4]
J. Chiverton, X. Xie, and M. Mirmehdi. ¡°Automatic
Bootstrapping and Tracking of Object Contours,¡± IEEE Trans. on Image
Processing, vol. 21, no. 3, pp, 1231-1245, 2012.