Title :
Multi-domain, higher order level set scheme for 3D image segmentation on the GPU
Author :
Sharma, Ojaswa ; Zhang, Qin ; Anton, François ; Bajaj, Chandrajit
Author_Institution :
DTU Inf., Tech. Univ. of Denmark, Lyngby, Denmark
Abstract :
Level set method based segmentation provides an efficient tool for topological and geometrical shape handling. Conventional level set surfaces are only C0 continuous since the level set evolution involves linear interpolation to compute derivatives. Bajaj et al. present a higher order method to evaluate level set surfaces that are C2 continuous, but are slow due to high computational burden. In this paper, we provide a higher order GPU based solver for fast and efficient segmentation of large volumetric images. We also extend the higher order method to multi-domain segmentation. Our streaming solver is efficient in memory usage.
Keywords :
computer graphic equipment; coprocessors; image segmentation; 3D image segmentation; GPU; higher order level set scheme; linear interpolation; Image segmentation; Level set;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4244-6984-0
DOI :
10.1109/CVPR.2010.5539902