TY - GEN
T1 - Image segmentation in wavelet domain using fuzzy logic
AU - Castillejos, Heydy
AU - Ponomaryov, Volodymyr
AU - Peralta, Ricardo
PY - 2011
Y1 - 2011
N2 - One of the most important tasks of image processing is the image segmentation where it should be extracted the significant features for the following classification or detection stages. Numerous methods have been developed in the segmentation, but by now, this problem demands finding efficient and fast algorithms. In this paper, we propose a novel framework that is based on cluster segmentation in the wavelet transform space, where decomposition procedure permits to analyze texture features in high frequency bands. Different simulation results, which have been revised in objective and subjective matter, confirm the efficiency of the novel segmentation framework for images of different nature, in particular dermoscopic ones.
AB - One of the most important tasks of image processing is the image segmentation where it should be extracted the significant features for the following classification or detection stages. Numerous methods have been developed in the segmentation, but by now, this problem demands finding efficient and fast algorithms. In this paper, we propose a novel framework that is based on cluster segmentation in the wavelet transform space, where decomposition procedure permits to analyze texture features in high frequency bands. Different simulation results, which have been revised in objective and subjective matter, confirm the efficiency of the novel segmentation framework for images of different nature, in particular dermoscopic ones.
KW - Segmentation
KW - fuzzy logic
KW - wavelets
UR - http://www.scopus.com/inward/record.url?scp=84855805949&partnerID=8YFLogxK
U2 - 10.1109/ICEEE.2011.6106636
DO - 10.1109/ICEEE.2011.6106636
M3 - Contribución a la conferencia
AN - SCOPUS:84855805949
SN - 9781457710117
T3 - CCE 2011 - 2011 8th International Conference on Electrical Engineering, Computing Science and Automatic Control, Program and Abstract Book
BT - CCE 2011 - 2011 8th International Conference on Electrical Engineering, Computing Science and Automatic Control, Program and Abstract Book
T2 - 2011 8th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2011
Y2 - 26 October 2011 through 28 October 2011
ER -