UCSY's Research Repository

Content Based Image Classification And Retrieval Using Support Vector Machine

Show simple item record

dc.contributor.author Thinzar, Chu
dc.contributor.author Tin, Hlaing Htake Kaung
dc.date.accessioned 2019-10-15T17:16:40Z
dc.date.available 2019-10-15T17:16:40Z
dc.date.issued 2019-03
dc.identifier.uri http://onlineresource.ucsy.edu.mm/handle/123456789/2318
dc.description.abstract Content-based image retrieval (CBIR) systems are a special type of Information Retrieval (IR) system where the elements in the repository are pictures. IR works with finding digital resources in large databases. CBIR is developed to retrieve the desired target image from the large collection of images based on the contents of the given query image. The Contents of image can be extracted from any images which are specified color, shape, texture or any other characteristics of images. The system derived two types of different color features - color moment and color auto-correlogram. The moments of image can be used to indicate color distribution of an image which can be described as a probability distribution of colors. To calculate the spatial correlation of pairs of color different with distance, color correlogram is introduced in the system. Gabor wavelets are used to express texture of natural image. The characteristics of Gabor wavelets are similar to those of human visual features. The system firstly created the features vector with these three types of features and used to get higher retrieval results of system. To gives the better result in retrieval of system and classify the query image, Support Vector Machine classifier is used with the combination of these visual features. en_US
dc.language.iso en_US en_US
dc.publisher National Journal of Parallel and Soft Computing en_US
dc.relation.ispartofseries Vol-1, Issue-1;
dc.subject color moment en_US
dc.subject color auto-correlogram en_US
dc.subject Gabor wavelet en_US
dc.subject feature vector en_US
dc.subject Support Vector Machine en_US
dc.subject visual features en_US
dc.title Content Based Image Classification And Retrieval Using Support Vector Machine en_US
dc.type Article en_US

Files in this item

This item appears in the following Collection(s)

Show simple item record

Search Repository


My Account