JOURNAL ARTICLE

<title>Similarity-based retrieval of images using color histograms</title>

Keshi ChenStephen DemkoRuifeng Xie

Year: 1998 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 3656 Pages: 643-652   Publisher: SPIE

Abstract

The color histogram of an image has been widely used as a feature descriptor for the image in content-based retrieval applications. In this paper, we report some results from our investigation efforts into its usage. We outline three typical color space quantization schemes used in our experiments, and introduce the soft-decision histogramming method to eliminate the discontinuity problem in traditional color histogram population process. Then, to improve the effectiveness of color histogram-based retrieval algorithms, several similarity metrics are proposed for comparing color histograms, including three special forms of the Kantorovich metric.

Keywords:
Color histogram Histogram Color quantization Color normalization Artificial intelligence Computer science Pattern recognition (psychology) Image retrieval Color space Quantization (signal processing) Color image Similarity (geometry) Computer vision Histogram equalization Mathematics Image (mathematics) Image processing

Metrics

6
Cited By
0.96
FWCI (Field Weighted Citation Impact)
0
Refs
0.76
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Text and Document Classification Technologies
Physical Sciences →  Computer Science →  Artificial Intelligence

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