Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization
Liu, Shuang1; Zhang, Zhong1; Xiao, Baihua2; Cao, Xiaozhong3
Source PublicationIEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
2015-07-01
VolumeE98DIssue:7Pages:1422-1425
SubtypeArticle
AbstractTexture feature descriptors such as local binary patterns (LBP) have proven effective for ground-based cloud classification. Traditionally, these texture feature descriptors are predefined in a handcrafted way. In this paper, we propose a novel method which automatically learns discriminative features from labeled samples for ground-based cloud classification. Our key idea is to learn these features through mutual information maximization which learns a transformation matrix for local difference vectors of LBP. The experimental results show that our learned features greatly improves the performance of ground-based cloud classification when compared to the other state-of-the-art methods.
KeywordDiscriminative Patterns Mutual Information Maximization Ground-based Cloud Classification
WOS HeadingsScience & Technology ; Technology
DOI10.1587/transinf.2014EDL8252
WOS KeywordTEXTURE CLASSIFICATION ; IMAGES ; RECOGNITION
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering
WOS IDWOS:000359474300022
Citation statistics
Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/8906
Collection复杂系统管理与控制国家重点实验室_影像分析与机器视觉
Affiliation1.Tianjin Normal Univ, Coll Elect & Commun Engn, Tianjin, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
3.CMA, Meteorol Observat Ctr, Beijing, Peoples R China
Recommended Citation
GB/T 7714
Liu, Shuang,Zhang, Zhong,Xiao, Baihua,et al. Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2015,E98D(7):1422-1425.
APA Liu, Shuang,Zhang, Zhong,Xiao, Baihua,&Cao, Xiaozhong.(2015).Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,E98D(7),1422-1425.
MLA Liu, Shuang,et al."Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization".IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS E98D.7(2015):1422-1425.
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