DocumentCode :
2015911
Title :
Thai heritage images classification by Naïve Bayes image classifier
Author :
Polpinij, Jantima ; Sibunruang, Chumsak
Author_Institution :
Fac. of Inf., Mahasarakham Univ., Mahasarakham, Thailand
fYear :
2010
fDate :
16-18 Aug. 2010
Firstpage :
221
Lastpage :
224
Abstract :
Digital Library is a way to represent, retrieval, and study Thai E-san culture heritages without directly accessing and touching. It may help to reduce a dilapidation of Thai E-san culture heritages. We commence our project with organizing a collection of images through classification technique. Therefore, this work is motivated by two main drivers. Firstly, we aim to apply an alternative dimension of CBIR to classify a collection of Thai E-san heritage images into two classes: the class of heritage images which involve human activities, and the class of heritage images with non-human activities (e.g. images of ancient remains and antiques). Secondly, we also propose a new method of images classification. It is to apply Naïve Bayes to produce image classifier based on edge histogram features. This approach is valuable for the automatically classifying heritage images, where it is a time-consuming and labour-intensive process if it is done by manual classification. After testing, the experimental results show an effective accuracy. This would demonstrate that our approach is sufficiently reliable for use.
Keywords :
Bayes methods; content-based retrieval; digital libraries; image classification; image retrieval; CBIR; Naïve Bayes image classifier; Thai E-san culture heritages; Thai heritage images classification; digital library; edge histogram features; Conferences; Histograms; Image edge detection; Silicon compounds;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Content, Multimedia Technology and its Applications (IDC), 2010 6th International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-7607-7
Electronic_ISBN :
978-8-9886-7827-5
Type :
conf
Filename :
5568699
Link To Document :
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