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科技导报
|研究论文
2011
, 29
(21) :
22
-26
遥感影像多分类器集成的关键技术与系统实现
全屏
夏俊士, 杜培军, 张伟
作者信息
中国矿业大学;国土环境与灾害监测国家测绘局重点实验室,江苏徐州 221116
通讯作者:
杜培军,教授,研究方向为资源环境遥感及遥感信息智能化处理,电子信箱:dupjrs@cumt.edu.cn
Key Techniques and Implementation of Multiple Classifier System for Remote Sensing Images
XIA Junshi, DU Peijun, ZHANG Wei
Affiliations
Key Laboratory for Land Environment and Disaster Monitoring of SBSM; China University of Mining and Technology, Xuzhou 221116, Jiangsu Province, China
出版时间: 2011-07-28
doi: 10.3981/j.issn.1000-7857.2011.21.002
文章导航
为克服单一分类器在遥感影像分类精度和效率方面的限制,有必要构建多分类器系统,集不同分类器的优点,获得比单一分类器更高的精度。针对遥感影像的特点和分类的需求,在遥感影像多分类器集成系统需求分析和系统设计的基础上,运用IDL语言在ENVI遥感影像处理平台下实现系统开发。遥感影像多分类器集成系统的主要功能包括遥感影像文件处理、特征选择与提取、分类预处理、分类、多种模式的多分类器集成(固定组合模式、用户自定义模式、向导模式和推荐模式)等。通过分类实例对系统应用进行介绍,表明本系统能够有效地提高遥感影像分类精度。
多分类器集成
/
差异性测度
/
遥感影像
/
交互式数据语言
In order to overcome the limitation of the accuracy and efficiency of a single classifier, Remote Sensing Multiple Classifier System (RSMCS) is proposed. The system is able to combine the advantages of diffident classifiers and in the meantime acquires higher accuracy than that for a single classifier. According to the characteristics of remote sensing images and the acquirement of classifications, based on the requirement analysis and design for the system, the system is developed by using IDL language on the ENVI remote sensing information processing platform. The major functions of the system include remote sensing image file processing module, image feature selection and extraction module, remote sensing image classification pre-processing module, and remote sensing multiple classifier ensemble module (fixation combination style, user-defined style, wizard style, and recommend style). Furthermore, two experiments are presented to illustrate that the system could effectively improve the accuracy of remote sensing image classification.
multiple classifier ensemble
/
diversity measure
/
remote sensing image
/
interactive date language
夏俊士;杜培军;张伟.
遥感影像多分类器集成的关键技术与系统实现.
科技导报,
2011
, 29
(21)
: 22
-26
.
DOI: 10.3981/j.issn.1000-7857.2011.21.002
XIA Junshi;DU Peijun;ZHANG Wei.
Key Techniques and Implementation of Multiple Classifier System for Remote Sensing Images[J].
Science & Technology Review ,
2011
, 29
(21)
: 22
-26
.
DOI: 10.3981/j.issn.1000-7857.2011.21.002
2011年第29卷第21期
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文章信息
doi: 10.3981/j.issn.1000-7857.2011.21.002
接收时间：2010-12-15
首发时间：2011-07-28
出版时间：2011-07-28
收稿日期：2010-12-15
修回日期：2011-07-04
通讯作者:
杜培军,教授,研究方向为资源环境遥感及遥感信息智能化处理,电子信箱:dupjrs@cumt.edu.cn
https://castjournals.cast.org.cn/joweb/kjdb/CN/10.3981/j.issn.1000-7857.2011.21.002
引用本文
BibTeX
2种不同金属材料的力学参数
科 属数 种数 占总种数比例 属 种数 占总种数比例 鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78 小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39 多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39 红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87 小菇属 Mycena 11 5.26 光柄菇属 Pluteus 5 2.39 红菇属 Russula 17 8.13 栓菌属 Trametes 5 2.39
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