Image Retrieval Using the Fused Perceptual Color Histogram
Joint Authors
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-11-25
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
Extracting visual features for image retrieval by mimicking human cognition remains a challenge.
Opponent color and HSV color spaces can mimic human visual perception well.
In this paper, we improve and extend the CDH method using a multi-stage model to extract and represent an image in a way that mimics human perception.
Our main contributions are as follows: (1) a visual feature descriptor is proposed to represent an image.
It has the advantages of a histogram-based method and is consistent with visual perception factors such as spatial layout, intensity, edge orientation, and the opponent colors.
(2) We improve the distance formula of CDHs; it can effectively adjust the similarity between images according to two parameters.
The proposed method provides efficient performance in similar image retrieval rather than instance retrieval.
Experiments with four benchmark datasets demonstrate that the proposed method can describe color, texture, and spatial features and performs significantly better than the color volume histogram, color difference histogram, local binary pattern histogram, and multi-texton histogram, and some SURF-based approaches.
American Psychological Association (APA)
Liu, Guang-Hai& Wei, Zhao. 2020. Image Retrieval Using the Fused Perceptual Color Histogram. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1138936
Modern Language Association (MLA)
Liu, Guang-Hai& Wei, Zhao. Image Retrieval Using the Fused Perceptual Color Histogram. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1138936
American Medical Association (AMA)
Liu, Guang-Hai& Wei, Zhao. Image Retrieval Using the Fused Perceptual Color Histogram. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1138936
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138936