Learning Discriminative Features for Ground-Based Cloud Classification via Mutual Information Maximization
文献类型：期刊论文
| 作者 | Liu, Shuang1; Zhang, Zhong1; Xiao, Baihua2 ; Cao, Xiaozhong3
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| 刊名 | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
 |
| 出版日期 | 2015-07-01 |
| 卷号 | E98D期号:7页码:1422-1425 |
| 关键词 | discriminative patterns mutual information maximization ground-based cloud classification |
| 英文摘要 | 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. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Information Systems ; Computer Science, Software Engineering |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | TEXTURE CLASSIFICATION ; IMAGES ; RECOGNITION |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000359474300022 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/8906]  |
| 专题 | 自动化研究所_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团队 |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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