Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization
Liu, Shuang1; Zhang, Zhong1; Xiao, Baihua2; Cao, Xiaozhong3
2015-07-01
发表期刊IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
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
DOI10.1587/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.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Liu, Shuang]的文章
[Zhang, Zhong]的文章
[Xiao, Baihua]的文章
百度学术
百度学术中相似的文章
[Liu, Shuang]的文章
[Zhang, Zhong]的文章
[Xiao, Baihua]的文章
必应学术
必应学术中相似的文章
[Liu, Shuang]的文章
[Zhang, Zhong]的文章
[Xiao, Baihua]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。