DocumentCode :
1208728
Title :
Estimation of Multiple, Time-Varying Motions Using Time-Frequency Representations and Moving-Objects Segmentation
Author :
Alexiadis, Dimitrios S. ; Sergiadis, George D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Aristotle Univ. of Thessaloniki, Thessaloniki
Volume :
17
Issue :
6
fYear :
2008
fDate :
6/1/2008 12:00:00 AM
Firstpage :
982
Lastpage :
990
Abstract :
We extend existing spatiotemporal approaches to handle time-varying motions estimation of multiple objects. It is shown that multiple, time-varying motions estimation is equivalent to the instantaneous frequency estimation of superpoliteness FM sinusoids. Therefore, we apply established signal processing tools, such as time-frequency representations to show that for each time instant, the energy is concentrated along planes in the 3-D space: spatial frequencies - instantaneous frequency. Using fuzzy C-planes, we estimate indirectly the instantaneous velocities. Furthermore, adapting existing approaches to our problem, we attain the identification of the moving objects. The experimental results verify the effectiveness of our methodology.
Keywords :
fuzzy set theory; image representation; image segmentation; motion estimation; object detection; spatiotemporal phenomena; time-frequency analysis; fuzzy c-plane; moving-object segmentation; multiple time-varying motion estimation; signal processing tool; spatiotemporal approache; superpoliteness FM sinusoids; time-frequency representation; Computer vision; motion estimation; time-frequency representations; Algorithms; Fuzzy Logic; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Motion; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2008.922437
Filename :
4509496
Link To Document :
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