Title :
A comparative evaluation of algorithms for fast computation of level set PDEs with applications to motion segmentation
Author :
Mansouri, Abdol-Reza ; Chomaud, Thierry ; Konrad, Janusz
Author_Institution :
INRS-Telecommunications, Inst. Nat. de la Recherche Scientifique, Montreal, Que., Canada
fDate :
6/23/1905 12:00:00 AM
Abstract :
We address the problem of fast computation of level set partial differential equations (PDEs) in the context of motion segmentation. Although several fast level set computation algorithms are known, some of them, such as the fast marching method, are not applicable to the video segmentation problem since the front being computed does not advance monotonically. We study narrow-banding, pyramidal and a pyramidal/narrow-banding schemes that leads to a 70-fold time gain over the single-resolution scheme
Keywords :
image motion analysis; image segmentation; partial differential equations; set theory; video signal processing; fast computation; fast marching method; level set PDE; motion segmentation; partial differential equations; video segmentation; Application software; Computer vision; Gaussian processes; Image processing; Image segmentation; Iterative algorithms; Level set; Motion segmentation; Narrowband; Partial differential equations;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958199