DocumentCode :
248776
Title :
Ultimate grain filter
Author :
Alves, W.A.L. ; Hashimoto, R.F.
Author_Institution :
Dept. of Comput. Sci., Univ. of Sao Paulo, Sao Paulo, Brazil
fYear :
2014
fDate :
27-30 Oct. 2014
Firstpage :
2953
Lastpage :
2957
Abstract :
This work introduces a residual operator called ultimate grain filter which is a powerful image operator based on numerical residues. With a multi-scale approach, the ultimate grain filter analyzes an image under a series of grain filters of increasing grain sizes. Thus, contrasted objects can be detected if a relevant residue is generated when they are filtered out by one of these grain filters. We also present an efficient algorithm for ultimate grain filter computation by using a structure called tree of shapes. In fact, since the result of a given grain filter can be obtained by pruning the corresponding tree and reconstructing it, we show that the result of the ultimate grain filter (which is based on numerical residues from a family of grain filters) can be obtained by the computation of the difference (remaining nodes) of the corresponding pruned trees. Finally, we propose the use of ultimate grain filter to extract contrasted objects using a priori knowledge of an application.
Keywords :
filtering theory; image processing; grain sizes; image operator; numerical residues; pruned trees; ultimate grain filter; Image reconstruction; Indexes; Level set; Morphology; Shape; Vegetation; connected operator; grain filter; residual morphological operator; tree of shapes; ultimate grain filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
Type :
conf
DOI :
10.1109/ICIP.2014.7025597
Filename :
7025597
Link To Document :
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