@article{ART001009253},
author={Kim, Sung-Young},
title={Object/Non-object Image Classification Based on the Detection of Objects of Interest},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2006},
volume={11},
number={2},
pages={25-34}
TY - JOUR
AU - Kim, Sung-Young
TI - Object/Non-object Image Classification Based on the Detection of Objects of Interest
JO - Journal of The Korea Society of Computer and Information
PY - 2006
VL - 11
IS - 2
PB - The Korean Society Of Computer And Information
SP - 25
EP - 34
SN - 1598-849X
AB - We propose a method that automatically classifies the images into the object and non-object images. An object image is the image with object(s). An object in an image is defined as a set of regions that lie around center of the image and have significant color distribution against the other surround (or background) regions. We define four measures based on the characteristics of an object to classify the images. The center significance is calculated from the difference in color distribution between the center area and its surrounding region. Second measure is the variance of significantly correlated colors in the image plane. Significantly correlated colors are first defined as the colors of two adjacent pixels that appear more frequently around center of an image rather than at the background of the image. Third one is edge strength at the boundary of candidate for the object. By the way, it is computationally expensive to extract third value because central objects are extracted. So, we define fourth measure which is similar with third measure in characteristic. Fourth one can be calculated more fast but show less accuracy than third one. To classify the images we combine each measure by training the neural network and SVM. We compare classification accuracies of these two classifiers.
KW - 관심객체(Object of Interest);중심객체(Central Object);영상분류(Image Classification);SVM
DO -
UR -
ER -
Kim, Sung-Young. (2006). Object/Non-object Image Classification Based on the Detection of Objects of Interest. Journal of The Korea Society of Computer and Information, 11(2), 25-34.
Kim, Sung-Young. 2006, "Object/Non-object Image Classification Based on the Detection of Objects of Interest", Journal of The Korea Society of Computer and Information, vol.11, no.2 pp.25-34.
Kim, Sung-Young "Object/Non-object Image Classification Based on the Detection of Objects of Interest" Journal of The Korea Society of Computer and Information 11.2 pp.25-34 (2006) : 25.
Kim, Sung-Young. Object/Non-object Image Classification Based on the Detection of Objects of Interest. 2006; 11(2), 25-34.
Kim, Sung-Young. "Object/Non-object Image Classification Based on the Detection of Objects of Interest" Journal of The Korea Society of Computer and Information 11, no.2 (2006) : 25-34.
Kim, Sung-Young. Object/Non-object Image Classification Based on the Detection of Objects of Interest. Journal of The Korea Society of Computer and Information, 11(2), 25-34.
Kim, Sung-Young. Object/Non-object Image Classification Based on the Detection of Objects of Interest. Journal of The Korea Society of Computer and Information. 2006; 11(2) 25-34.
Kim, Sung-Young. Object/Non-object Image Classification Based on the Detection of Objects of Interest. 2006; 11(2), 25-34.
Kim, Sung-Young. "Object/Non-object Image Classification Based on the Detection of Objects of Interest" Journal of The Korea Society of Computer and Information 11, no.2 (2006) : 25-34.
