Title :
Dense discontinuous optical flow via contour-based segmentation
Author :
Amiaz, T. ; Kiryati, N.
Author_Institution :
Sch. of Electr. Eng., Tel Aviv Univ., Israel
Abstract :
We propose a new algorithm for dense optical flow computation. Dense optical flow schemes are challenged by the presence of motion discontinuities. In state of the art optical flow methods, over-smoothing of flow discontinuities accounts for most of the error. A breakthrough in the performance of optical flow computation has recently been achieved by Brox et al. Our algorithm embeds their functional within a contour-based segmentation framework. Piecewise-smooth flow fields are accommodated and flow boundaries are crisp. Experimental results show the superiority of our algorithm with respect to alternative techniques.
Keywords :
image motion analysis; image segmentation; image sequences; contour-based segmentation; dense discontinuous optical flow; motion discontinuities; piecewise-smooth flow fields; Computer vision; Image analysis; Image motion analysis; Image segmentation; Image sequence analysis; Image sequences; Laboratories; Nonlinear optics; Optical computing; Robustness;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530629