A Novel Spatial Analysis Method for Remote Sensing Image Classification

被引：0
作者：
Jianqiang Gao
Lizhong Xu
机构：
[1] Hohai University,College of Computer and Information Engineering
来源：
Neural Processing Letters | 2016年 / 43卷
关键词：
Remote sensing image; Projection matrix; Support vector machine; Image classification; Kernel method; 68T10; 68U10;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
A new and efficient classification model is introduced in this paper. The proposed model enjoys the information of null space of within-class and range space of within-class. And the proposed model aims at defining a reliable spatial analysis criterion for the remote sensing image, taking advantage of the differences in different areas. Finally, by incorporating fisher linear discriminant analysis and support vector machine (or K-nearest neighbor) classifier among image pixels, the model obtained more accurate classification results.
引用
收藏
页码：805 / 821
页数：16
相关论文
共 128 条
[11]  
Stuckens J(2002)Fuzzy rule-based classification of remotely sensed imagery IEEE Trans Geosci Remote Sens 40 362-374
[12]  
Coppin PR(2002)A multiple-cascade-classifier system for a robust and partially unsupervised updating of land-cover maps IEEE Trans Geosci Remote Sens 40 1984-1996
[13]  
Bauer ME(1968)On the mean accuracy of statistical pattern recognizers IEEE Trans Inf Theory 14 55-63
[14]  
Franklin SE(2008)Multiscale probabilistic neural network method for SAR image segmentation Appl Math Comput 205 578-583
[15]  
Peddle DR(2009)Remote-sensing image classification based on an improved probabilistic neural network Sensors 9 7516-7539
[16]  
Dechka JA(2012)Adaptive hypergraph learning and its application in image classification IEEE Trans Image Process 21 3262-3272
[17]  
Stenhouse GB(2014)Semantic preserving distance metric learning and applications Inf Sci 281 674-686
[18]  
Pal M(2014)Click prediction for web image reranking using multimodal sparse coding IEEE Trans Image Process 23 2019-2032
[19]  
Mather PM(2013)Multiview hessian regularization for image annotation IEEE Trans Image Process 22 2676-2687
[20]  
Gallego FJ(2014)Multiview hessian discriminative sparse coding for image annotation Comput Vis Image Underst 118 50-60
12345678910