A Novel Local Human Visual Perceptual Texture Description with Key Feature Selection for Texture Classification
Joint Authors
Yu, Xiaosheng
Chi, Jianning
Zhang, Yifei
Wang, Huan
Source
Mathematical Problems in Engineering
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-20, 20 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-02-04
Country of Publication
Egypt
No. of Pages
20
Main Subjects
Abstract EN
This paper proposes a novel local texture description method which defines six human visual perceptual characteristics and selects the minimal subset of relevant as well as nonredundant features based on principal component analysis (PCA).
We assign six texture characteristics, which were originally defined by Tamura et al., with novel definition and local metrics so that these measurements reflect the human perception of each characteristic more precisely.
Then, we propose a PCA-based feature selection method exploiting the structure of the principal components of the feature set to find a subset of the original feature vector, where the features reflect the most representative characteristics for the textures in the given image dataset.
Experiments on different publicly available large datasets demonstrate that the proposed method provides superior performance of classification over most of the state-of-the-art feature description methods with respect to accuracy and efficiency.
American Psychological Association (APA)
Chi, Jianning& Yu, Xiaosheng& Zhang, Yifei& Wang, Huan. 2019. A Novel Local Human Visual Perceptual Texture Description with Key Feature Selection for Texture Classification. Mathematical Problems in Engineering،Vol. 2019, no. 2019, pp.1-20.
https://search.emarefa.net/detail/BIM-1195268
Modern Language Association (MLA)
Chi, Jianning…[et al.]. A Novel Local Human Visual Perceptual Texture Description with Key Feature Selection for Texture Classification. Mathematical Problems in Engineering No. 2019 (2019), pp.1-20.
https://search.emarefa.net/detail/BIM-1195268
American Medical Association (AMA)
Chi, Jianning& Yu, Xiaosheng& Zhang, Yifei& Wang, Huan. A Novel Local Human Visual Perceptual Texture Description with Key Feature Selection for Texture Classification. Mathematical Problems in Engineering. 2019. Vol. 2019, no. 2019, pp.1-20.
https://search.emarefa.net/detail/BIM-1195268
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1195268