Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization

doi:10.1587/transinf.2014EDL8252

CASIA OpenIR > 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

	Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization
	Liu, Shuang 1; Zhang, Zhong 1; Xiao, Baihua2 ; Cao, Xiaozhong 3
发表期刊	IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
	2015-07-01
卷号	E98D 期号:7 页码:1422-1425
文章类型	Article
摘要	Texture 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.
关键词	Discriminative Patterns Mutual Information Maximization Ground-based Cloud Classification
WOS标题词	Science & Technology ; Technology
DOI	10.1587/transinf.2014EDL8252
关键词[WOS]	TEXTURE CLASSIFICATION ; IMAGES ; RECOGNITION
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering
WOS记录号	WOS:000359474300022
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/8906
专题	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
作者单位	1.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
推荐引用方式 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.