Title :
A new marker-based watershed algorithm
Author :
Gao, Hai ; Xue, Ping ; Lin, Weisi
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
Abstract :
The marker-based watershed approach is a very efficient means for image segmentation and has been widely used in recent years. The conventional marker-based algorithms are realized using hierarchical queues. A new marker-based watershed algorithm based on the disjoint set data structure is proposed in this paper. It consists of two steps: the flooding step and the resolving step. This algorithm has significantly lower memory requirement as compared with the conventional algorithms while maintaining the computational complexity of O(N) where N is the image size. Experimental results further show that the new algorithm implemented in C language runs much faster than the conventional algorithm based on the hierarchical queues as a result of savings from huge memory allocation and releasing operations.
Keywords :
computational complexity; data structures; image segmentation; queueing theory; storage allocation; C language; computational complexity; disjoint set data structure; flooding step; hierarchical queues; image segmentation; marker based watershed algorithm; memory allocation; resolving step; Computational complexity; Content based retrieval; Data structures; Floods; Image coding; Image retrieval; Image segmentation; Merging; Surface topography; Video compression;
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
DOI :
10.1109/ISCAS.2004.1329213