- author = "Andy Song and Vic Ciesielski",
- title = "Fast texture segmentation using genetic programming",
- booktitle = "Proceedings of the 2003 Congress on Evolutionary Computation CEC2003",
- editor = "Ruhul Sarker and Robert Reynolds and Hussein Abbass and Kay Chen Tan and Bob McKay and Daryl Essam and Tom Gedeon",
- pages = "2126--2133",
- year = "2003",
- publisher = "IEEE Press",
- address = "Canberra",
- publisher_address = "445 Hoes Lane, P.O. Box 1331, Piscataway, NJ 08855-1331, USA",
- month = "8-12 " # dec,
- organisation = "IEEE Neural Network Council (NNC), Engineers Australia (IEAust), Evolutionary Programming Society (EPS), Institution of Electrical Engineers (IEE)",
- keywords = "genetic algorithms, genetic programming, Australia, Computer science, Dynamic range, Feature extraction, Image segmentation, Image texture analysis, Information technology, Partitioning algorithms, Voting, image segmentation, image texture, complex domain, fast segmentation, pixel values, texture classifiers, texture region partitioning, texture segmentation, voting strategy",
-
URL = "
http://goanna.cs.rmit.edu.au/~vc/papers/cec2003-song.pdf",
-
DOI = "
doi:10.1109/CEC.2003.1299935",
- ISBN = "0-7803-7804-0",
-
abstract = "We extend genetic programming (GP) to texture
segmentation. By this method, segmentation tasks are
performed by texture classifiers which are evolved by
GP. Small cutouts sampled from images of various
textures are used for the evolution. The generated
classifiers directly use pixel values as input. Based
on these classifiers an algorithm which uses a voting
strategy to partition texture regions is developed.
The results of the investigation indicate that the proposed method is able to accurately identify the boundaries between different texture regions, even if the boundaries are not regular. The method can segment two textures as well as multiple textures. Furthermore fast segmentation can be achieved. The speed of the proposed texture segmentation method can be a hundred times faster than conventional methods.",
- notes = "CEC 2003 - A joint meeting of the IEEE, the IEAust, the EPS, and the IEE.",
