Title :
Homological Methods in Feature Extraction of Multidimensional Images
Author :
Mrozek, Marian ; Zelawski, Marcin ; Krajniak, Andrzej ; Gryglewski, Andrzej ; Han, Sejin
Author_Institution :
Inst. of Comput. Sci., Jagiellonian Univ., Krakow, Poland
Abstract :
We show that the newly developed homology algorithms are helpful in imaging problems on the example of an algorithm extracting one dimensional features from a noisy image. We indicate that in some situations the global nature of this algorithm may become advantageous when compared with the standard algorithms based on skeletonization and pruning. The algorithm works in every dimension.
Keywords :
feature extraction; image segmentation; feature extraction; homological methods; multidimensional images; Anatomy; Biomedical imaging; Blood vessels; Computer science; Concrete; Feature extraction; Image analysis; Mathematics; Multidimensional systems; Physics computing;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5304552