Efficient use of local edge histogram descriptor

Authors:
Dong Kwon Park;Yoon Seok Jeon;Chee Sun Won
Affiliations:
Dep. of Electronic Engineering, Dongguk Univ., 26, 3-ga, Pil-dong, Jung-gu, Seoul, 100-715, Korea;Dep. of Electronic Engineering, Dongguk Univ., 26, 3-ga, Pil-dong, Jung-gu, Seoul, 100-715, Korea;Dep. of Electronic Engineering, Dongguk Univ., 26, 3-ga, Pil-dong, Jung-gu, Seoul, 100-715, Korea
Venue:
MULTIMEDIA '00 Proceedings of the 2000 ACM workshops on Multimedia
Year:
2000

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Abstract

The purpose of this paper is to show how the edge histogram descriptor for MPEG-7 can be efficiently utilized for image matching. Since the edge histogram descriptor recommended for the MPEG-7 standard represents only local edge distribution in an image, the matching performance for image retrieval may not be satisfactory. In this paper, to increase the matching performance, we propose to use the global and semi-local edge histograms generated directly from the local histogram bins. Then, the global, semi-global, and local histograms of two images are compared to evaluate the similarity measure. Since we exploit the absolute locations of edge in the image as well as its global composition, the proposed matching method is considered to be a more image content-based retrieval. Experimental results support this claim. Experiments on test images for MPEG-7 core experiment show that the proposed method yields better retrieval performance especially for semantic similarity.