DocumentCode
3186495
Title
Invariant properties of a locally salient dither pattern with a spatial-chromatic histogram
Author
Bandara, A.M.R.R. ; Ranathunga, L. ; Abdullah, N.A.
Author_Institution
Dept. of Inf. Technol., Univ. of Moratuwa, Moratuwa, Sri Lanka
fYear
2013
fDate
17-20 Dec. 2013
Firstpage
304
Lastpage
308
Abstract
Compacted Dither Pattern Code (CDPC) is a recently found feature which is successful in irregular shapes based visual depiction. Locally salient dither pattern feature is an attempt to expand the capability of CDPC for both regular and irregular shape based visual depiction. This paper presents an analysis of rotational and scale invariance property of locally salient dither pattern feature with a two dimensional spatial-chromatic histogram, which expands the applicability of the visual feature. Experiments were conducted to exhibit rotational and scale invariance of the feature. These experiments were conducted by combining linear Support Vector Machine (SVM) classifier to the new feature. The experimental results revealed that the locally salient dither pattern feature with the spatial-chromatic histogram is rotationally and scale invariant.
Keywords
image colour analysis; image retrieval; pattern classification; support vector machines; CDPC; SVM classifier; compacted dither pattern code; invariant properties; linear support vector machine; locally salient dither pattern; rotational invariance property; scale invariance property; spatial-chromatic histogram; visual depiction; Feature extraction; Histograms; Image color analysis; Information technology; Shape; Support vector machines; Visualization; Compacted Dither Pattern Codes; Content Based Retrieval; SVM; Salient Dither Pattern Feature;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial and Information Systems (ICIIS), 2013 8th IEEE International Conference on
Conference_Location
Peradeniya
Print_ISBN
978-1-4799-0908-7
Type
conf
DOI
10.1109/ICIInfS.2013.6732000
Filename
6732000
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