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
Link To Document :
بازگشت